{"as_of":"2026-08-10T00:54:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:3872570cdae7276a7e71d24b92cca65a7a784b21d828aef6e8334403a98aac8e","coverage":[{"denominator":70,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":70,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-08T11:38:04.495260Z","state":"measured"},{"denominator":72,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":72,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+00:00","state":"measured"},{"denominator":2,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":2,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-04T13:44:09.310059Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"arxiv_reference","source_observed_at":"2026-05-12T06:11:24.844950Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.07778","snapshot_observed_at":"2026-08-04T13:44:09.310059Z","title":"Jonas Ricker, Denis Lukovnikov, and Asja Fischer","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2509.25682","last_updated":"2026-06-30T07:06:33Z","snapshot_observed_at":"2026-08-09T12:23:04.844284Z","submitted_at":"2025-09-30T02:36:40Z","title":"Few-Shot Synthetic Image Attribution: Identifying Unseen Generators with Limited Samples","version":2},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-04T13:44:09.310059Z"},"links":{"cited_paper":"/paper/2502.07778","citing_paper":"/paper/2509.25682"},"observation_digest":"sha256:622d0057c7c43790b25b2fde7ca6521fa5f41f1732b7d03df6b775487a56bbd4","observation_id":"e02ce1d1-0bb2-41eb-825b-fdca1eb14996","resolution":{"observed_at":"2026-08-04T13:44:09.310059Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"cited_work":{"arxiv_id":"2502.07778","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2502.07778","snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Stay-positive: A case for ignoring real image features in fake image detection","venue":null,"work_id":"e85285e8-5016-4864-9658-be382541a8f8","year":2025},"citing_paper":{"arxiv_id":"2605.09296","last_updated":"2026-05-10T03:44:09Z","snapshot_observed_at":"2026-07-31T17:27:24.434233Z","submitted_at":"2026-05-10T03:44:09Z","title":"Micro-Defects Expose Macro-Fakes: Detecting AI-Generated Images via Local Distributional Shifts","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-05-12T04:30:55.547341Z"},"links":{"cited_paper":"/paper/2502.07778","citing_paper":"/paper/2605.09296"},"observation_digest":"sha256:b830d677a7d9c487e2f2652e7af426e86e2b65b9b0e39c1b4662969a5abd6c07","observation_id":"b5ca06f6-9539-4d25-8e4c-7348def2aa73","resolution":{"observed_at":"2026-05-12T06:11:24.849453Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2502.07778/citation-record","integrity":"/paper/2502.07778/integrity","json":"/paper/2502.07778/citation-record.json","paper":"/paper/2502.07778"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.406779Z","title":"https://www.midjourney.com/","venue":null,"work_id":"d52622ce-f99a-424f-b3d5-062218da051a","year":null},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.205810Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:cae4e8321509ed18e6f03c78a01f5d3af684dd8fea74a788d7f5a5a3b1a59ee9","observation_id":"610537ea-44c0-4d64-965b-bdd457f96efc","resolution":{"observed_at":"2026-08-08T11:38:05.411106Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.393803Z","title":null,"venue":null,"work_id":"dc7daf9e-8a00-45f9-a657-56e1921e0426","year":null},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.211036Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:f2acb6963d009454795013fbbccd1664852c4456c1e067c0d7b56b35c43edb83","observation_id":"47f91030-f3f6-4091-aacb-8a76f798ddc9","resolution":{"observed_at":"2026-08-08T11:38:05.397965Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.380456Z","title":"https://www.wikiart.org/","venue":null,"work_id":"e97e019c-e565-4003-8ecc-e6a3d7ad5aab","year":null},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.216156Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:149de039e2549c798d34e02ab586b03cde95196521cb4488ea85497b22e3f9ec","observation_id":"3773be18-cf97-413b-8eb2-96756023b458","resolution":{"observed_at":"2026-08-08T11:38:05.384474Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.366254Z","title":"Large scale GAN training for high fidelity natural image synthesis","venue":null,"work_id":"fc90192b-84d5-477f-9954-76eefbe9315a","year":2019},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.220835Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:4b585bfba3c322382e80ad277ef3178453c6ec033fec23663ffbe6692d742639","observation_id":"7f27554e-ec04-4b6a-a884-9c21667494e4","resolution":{"observed_at":"2026-08-08T11:38:05.370547Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.353344Z","title":null,"venue":null,"work_id":"e3598875-9e68-4b91-bc6e-8120d741005b","year":2023},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.225325Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:a9485e6fc225a7d3defad86643c4e4b309950e4513093f2727e77919e9815634","observation_id":"58d9ad78-6882-45b5-af2e-cede823ce2c3","resolution":{"observed_at":"2026-08-08T11:38:05.357505Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2004.02872","last_updated":"2020-04-06T17:59:40Z","snapshot_observed_at":"2026-08-09T20:04:52.829180Z","submitted_at":"2020-04-06T17:59:40Z","title":"Lossless Image Compression through Super-Resolution","version":1},"cited_work":{"arxiv_id":"2004.02872","doi":null,"metadata_source":"pith","pith_arxiv_id":"2004.02872","snapshot_observed_at":"2026-08-08T11:38:04.646453Z","title":"Lossless Image Compression through Super-Resolution","venue":"eess.IV","work_id":"e4499164-9fd5-43e5-ac44-b0ac48d19e18","year":2020},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.229800Z"},"links":{"cited_paper":"/paper/2004.02872","citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:1ee3208d549a7e6855d26d2387e5ef0798bdd64149f01b5ecbbe1176557eb153","observation_id":"d8e6f0e7-7b44-4e4e-bb2e-326a6e751fef","resolution":{"observed_at":"2026-08-08T11:38:04.651325Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.339849Z","title":"What makes fake images detectable? understanding properties that generalize","venue":null,"work_id":"a3deb14f-b757-4152-af0b-34661723f74a","year":2020},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.234663Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:61389ac8f95b2965c9977f8ad2ec29d87bfc516dd2e7baaa2a442a6bbcd4597c","observation_id":"a5b26140-3e77-4da2-ae4b-8b4b8e525645","resolution":{"observed_at":"2026-08-08T11:38:05.344246Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.325534Z","title":"Drct: Diffusion reconstruction contrastive training towards universal detection of diffusion generated images","venue":null,"work_id":"018d2712-bf14-45d2-b07b-6341bee927c4","year":2024},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.239193Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:2b8ca511facf12b0abdcbfea132861063f3eb84293f9cfbcc93b665ab2259041","observation_id":"23bc0f64-9ea2-4d15-a857-bc7e711be031","resolution":{"observed_at":"2026-08-08T11:38:05.330358Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.310993Z","title":"Pixart-\\ alpha\\ : Fast training of diffusion transformer for photorealistic text-to-image synthesis","venue":null,"work_id":"0cdb0af9-1a20-4513-963f-5ec3c4f8741f","year":2024},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.243468Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:faca1f8a1a12430f7ad268b069e1647043d438385018b9a7ee10a332d1608aaf","observation_id":"50eb6055-70e3-4a2d-8553-2df6638204b2","resolution":{"observed_at":"2026-08-08T11:38:05.315879Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.247982Z","title":"and Koltun, V","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.247982Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:6d55b085b8b058062dcfe4ec2213081dc182bf33759eb49b03fbd48e58060bb5","observation_id":"12a31d8b-fe00-4b07-bc7d-3e0d36ee0f63","resolution":{"observed_at":"2026-08-08T11:38:04.247982Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.252173Z","title":"Stargan: Unified generative adversarial networks for multi-domain image-to-image translation","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.252173Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:2ba142599382bf4f6610bf3340e1b2f439a8daa59c37c0be98b9a84bae98deab","observation_id":"4eae93bc-a928-41e0-855e-e2f2c59ca61f","resolution":{"observed_at":"2026-08-08T11:38:04.252173Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2407.09549","last_updated":"2025-05-25T14:57:09Z","snapshot_observed_at":"2026-08-05T17:23:25.152651Z","submitted_at":"2024-06-27T14:15:59Z","title":"Recursive InPainting (RIP): how much information is lost under recursive inferences?","version":2},"cited_work":{"arxiv_id":"2407.09549","doi":null,"metadata_source":"pith","pith_arxiv_id":"2407.09549","snapshot_observed_at":"2026-08-08T11:38:04.623622Z","title":"Recursive InPainting (RIP): how much information is lost under recursive inferences?","venue":"cs.CV","work_id":"cc2ce43b-a2ff-46db-90ad-c21a7aa6451e","year":2024},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.256110Z"},"links":{"cited_paper":"/paper/2407.09549","citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:38d7e1b145e95c6bd9e3fc07ac637b4da33f72d50f9a70aa716e75384cb4d7f2","observation_id":"31dc53c2-8a26-44d5-8c6f-7a9ee3357137","resolution":{"observed_at":"2026-08-08T11:38:04.631312Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.278202Z","title":"On the detection of synthetic images generated by diffusion models","venue":null,"work_id":"25659a9d-d2b3-4f6b-bee3-ef84d313cf33","year":2023},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.260331Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:ccad5c0a87f1e8b7011f4bfbe725b4b744ecaa7c68bcf97f073e17fdb504e466","observation_id":"ff45f948-df19-4aad-ad22-3a73d907c520","resolution":{"observed_at":"2026-08-08T11:38:05.283641Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.263337Z","title":"Raising the Bar of AI-generated Image Detection with CLIP","venue":null,"work_id":"549b4c26-8f84-40f0-b617-e87911923733","year":2024},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.264270Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:e567cf25c570266fb7588aea7e176b36e5f0e663a4aab8352d5ddccfb5444793","observation_id":"51854d11-8dff-4839-91c7-b6a1e5f49590","resolution":{"observed_at":"2026-08-08T11:38:05.268025Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.249311Z","title":"Zero-shot detection of ai-generated images","venue":null,"work_id":"7631203d-f055-4ad8-98bc-3cca9a311244","year":2025},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.268168Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:968d2837195f8964d2e355f28ca0b1e6f9e9f3acb4d341df168aa67fd4b9ecb2","observation_id":"b0894a57-b7b3-415a-bac7-35f51fe20317","resolution":{"observed_at":"2026-08-08T11:38:05.253812Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.236040Z","title":"Second-order attention network for single image super-resolution","venue":null,"work_id":"c45ef486-f3a1-4ad1-8f64-172ed384dc68","year":2019},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.272010Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:c281e4a22143afb8463f17fac83c73fac599d9be1624ca8f18efcef5801edef9","observation_id":"33820239-aecf-49d3-b84c-47a568802f3a","resolution":{"observed_at":"2026-08-08T11:38:05.240350Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.222394Z","title":"S., Wang, J., Wang, R., Zhang, P., Vandenhende, S., Wang, X., Dubey, A., Yu, M., Kadian, A., Radenovic, F., Mahajan, D., Li, K., Zhao, Y., Petrovic, V., Singh, M","venue":null,"work_id":"2fb760e8-b67a-4673-9fd0-2c377110c2e5","year":2023},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.275832Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:146308bb51f4c6e525a77ca6e9d8228a62c6ef1ab3921302d5bd19c0fa6445eb","observation_id":"7a2e1a0d-2163-4b6b-a1bd-3837bc47b2f7","resolution":{"observed_at":"2026-08-08T11:38:05.227220Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.207080Z","title":"RedCaps: Web-curated image-text data created by the people, for the people","venue":null,"work_id":"201fea29-4227-44b6-a667-f8ace9fa8ffe","year":2021},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.279760Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:f1a52a8b8a9e797b06f66f95c84b3b31858c888c9652b7422df2dc1303911e52","observation_id":"2e759630-e639-4144-93ca-384defcc7636","resolution":{"observed_at":"2026-08-08T11:38:05.212888Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.193655Z","title":"and Nichol, A","venue":null,"work_id":"d318b012-f0c2-45a5-886d-c74490383c03","year":2021},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.283896Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:1f60bd0ac7ecfed50958e874e785f3ad4ce76d27490b9e06d48a9d8f9cb9156a","observation_id":"f0bb109b-0916-4abe-a9c7-39b39af3227e","resolution":{"observed_at":"2026-08-08T11:38:05.198157Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.287835Z","title":"Scaling rectified flow transformers for high-resolution image synthesis","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.287835Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:487777422d86afa47298ff8311c290169cae65a020dd9b4a3d90664611afb0d6","observation_id":"9a4aba8b-7453-47d5-8da4-b1fd282d14ed","resolution":{"observed_at":"2026-08-08T11:38:04.287835Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2306.09344","last_updated":"2023-12-08T21:02:07Z","snapshot_observed_at":"2026-07-06T15:43:07.989730Z","submitted_at":"2023-06-15T17:59:50Z","title":"DreamSim: Learning New Dimensions of Human Visual Similarity using Synthetic Data","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2306.09344","snapshot_observed_at":"2026-08-08T11:38:04.291898Z","title":"Dreamsim: Learning new dimensions of human visual similarity using synthetic data","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.291898Z"},"links":{"cited_paper":"/paper/2306.09344","citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:6d6b71c91ab2a2c7c012f6dcca6c8e43c295afc3df35aaac1851e28606ec8cfd","observation_id":"822f6d00-a69e-4ee9-ab57-cea99ace25d5","resolution":{"observed_at":"2026-08-08T11:38:04.291898Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.171313Z","title":"J., Pouget-Abadie, J., Mirza, M., Xu, B., Warde-Farley, D., Ozair, S., Courville, A., and Bengio, Y","venue":null,"work_id":"bda7e759-3894-48c4-8652-1d9f415a78ad","year":2014},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.296321Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:0417f9cdc55c58778f32bf2cad289d8a4a7df1ab53d206f32b114a12c8908ae2","observation_id":"50b636f4-d57a-4005-aded-87ab82615679","resolution":{"observed_at":"2026-08-08T11:38:05.175657Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.156895Z","title":"Are gan generated images easy to detect? a critical analysis of the state-of-the-art","venue":null,"work_id":"7c830201-ef65-4785-8773-da860223be6f","year":2021},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.300345Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:104773a8fc67f91e91a15ff984581f7814fb2d384d329e04c68ab4eac060f825","observation_id":"c906c5f4-a7c4-4a8b-b7ae-31a8cc806dfe","resolution":{"observed_at":"2026-08-08T11:38:05.162076Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2403.17608","last_updated":"2024-03-28T15:24:16Z","snapshot_observed_at":"2026-08-07T20:37:57.699159Z","submitted_at":"2024-03-26T11:39:00Z","title":"Fake or JPEG? Revealing Common Biases in Generated Image Detection Datasets","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.17608","snapshot_observed_at":"2026-08-08T11:38:04.304403Z","title":"Fake or jpeg? revealing common biases in generated image detection datasets","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.304403Z"},"links":{"cited_paper":"/paper/2403.17608","citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:0585528ef80a14ebe0fcf2baa0d632c29a6e3f916e50a910d48f15daab8c8980","observation_id":"3aaf9dd6-e7c8-4fc6-b542-6ab76db8d005","resolution":{"observed_at":"2026-08-08T11:38:04.304403Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.143602Z","title":"Vector quantized diffusion model for text-to-image synthesis","venue":null,"work_id":"bb2ba741-53a5-4ef1-9fc2-f15a9bf53c64","year":2022},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.308746Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:c2ce7cb9e6685c5984ea7902ae894ef7c42d7368bd1f53d481d1b459c6e9c11b","observation_id":"d2741ccd-4e54-4c80-a6ba-fc0a88e1c2a9","resolution":{"observed_at":"2026-08-08T11:38:05.148079Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.312828Z","title":"Deep residual learning for image recognition","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.312828Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:97dae54f376525a1e112c9cfa4567e80056f9f12c32b435c3e456d6d125de4c4","observation_id":"765630a7-6a7b-46c4-8ed2-ef56262f6270","resolution":{"observed_at":"2026-08-08T11:38:04.312828Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.122066Z","title":"Progressive growing of GAN s for improved quality, stability, and variation","venue":null,"work_id":"48e020b3-6685-47dc-83a0-7fc75d99c002","year":2018},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.317107Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:cd0dc1e392d0bdac88e9d107151570305fdebfc767c5c2b9aa996dc3a6549d7c","observation_id":"4e17bae8-04e3-4395-9fda-32c59effd7c6","resolution":{"observed_at":"2026-08-08T11:38:05.126334Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.321055Z","title":"A style-based generator architecture for generative adversarial networks","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.321055Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:fbbcb9419c05f5170f2800f2bce5ff1166165cb74f7f7baec4060d16afb84d8c","observation_id":"c5debd1b-c381-40fb-b165-314dbe23c1af","resolution":{"observed_at":"2026-08-08T11:38:04.321055Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.100640Z","title":"Analyzing and improving the image quality of stylegan","venue":null,"work_id":"82ac5fa6-3432-459b-a713-c6cabaa8e532","year":2020},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.324993Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:8994d35de358efcf0b72c944533143dd7ad3dc76dc3a7fcc5e792f975075a3a7","observation_id":"e2f32081-b9c3-418d-9811-aa94227ab32e","resolution":{"observed_at":"2026-08-08T11:38:05.104955Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.087772Z","title":null,"venue":null,"work_id":"8c7d6a4f-84b4-4e11-9ffa-d812aeb8ada3","year":2023},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.329084Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:359bcd3384e6b6b1aaba4e7e16dd89c6e2e99bb257a0e7a5908869f83a33a018","observation_id":"45ccea6a-411f-49dc-8b39-d4e661f51bc8","resolution":{"observed_at":"2026-08-08T11:38:05.091931Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.074153Z","title":null,"venue":null,"work_id":"2c2eeff8-f523-4e42-ae88-7a3001ac772f","year":null},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":31,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.333077Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:ecc1f70eaaaacfc5c09e922af598cf0ab07f3b7177569a0fbd6c28ff548ee9c9","observation_id":"956ec8d6-6b29-4b68-9309-c3937f905721","resolution":{"observed_at":"2026-08-08T11:38:05.078476Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2402.17245","last_updated":"2024-02-27T06:31:52Z","snapshot_observed_at":"2026-07-06T17:36:01.939242Z","submitted_at":"2024-02-27T06:31:52Z","title":"Playground v2.5: Three Insights towards Enhancing Aesthetic Quality in Text-to-Image Generation","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2402.17245","snapshot_observed_at":"2026-08-08T11:38:04.337144Z","title":"Playground v2","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":32,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.337144Z"},"links":{"cited_paper":"/paper/2402.17245","citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:b13a6ba990567e5a639a7ab845140e5f282b0d4eb67358aad33dfbec9ca67a1e","observation_id":"6d8198b2-cd1a-411a-8565-bbb8d9d10a2f","resolution":{"observed_at":"2026-08-08T11:38:04.337144Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.341532Z","title":"Diverse image synthesis from semantic layouts via conditional imle","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.341532Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:b44a3db0f06dc1e58ae947744b6d4e326c64f46a6b0377a82c60d325649b4748","observation_id":"b17f6eda-5716-4a7c-8c13-28b4a954d712","resolution":{"observed_at":"2026-08-08T11:38:04.341532Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.051053Z","title":"L., and Dollár, P","venue":null,"work_id":"fa426069-aefd-48f8-b369-70b12bee4a68","year":2015},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":34,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.345484Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:311ee29d29d9f99795f46fa38149d91e25d100693c8b37adf06eb6160cffe62a","observation_id":"805a84d7-9656-4be0-953a-2a99d03ba868","resolution":{"observed_at":"2026-08-08T11:38:05.055808Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.036078Z","title":"T., Ben-Hamu, H., Nickel, M., and Le, M","venue":null,"work_id":"91b6f5e3-1e63-44e3-885c-7777c963d69f","year":2022},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":35,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.349515Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:8368f8987bd15ca1c527ca782395549707172844f8955d98328a9fa1fc21f4ed","observation_id":"22cd9289-d496-4a3a-b65a-5b3cf839b84a","resolution":{"observed_at":"2026-08-08T11:38:05.041105Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.023245Z","title":"Z., Haghgoo, B., Chen, A","venue":null,"work_id":"a02351ed-2bdd-4320-b704-f64202dfdb18","year":2021},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":36,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.353457Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:92465ca52acbdf2085f2ed362781ce636e80978610e1045b3c144e9416be4fb7","observation_id":"c530fd65-4fa4-4ec1-905f-98d62baafc23","resolution":{"observed_at":"2026-08-08T11:38:05.027322Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:05.008548Z","title":"Flow straight and fast: Learning to generate and transfer data with rectified flow","venue":null,"work_id":"3a9c8f12-bef1-462e-b437-6ef4a1ecba03","year":2023},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":37,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.357596Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:67b249bc57e09778f2f491f35e5dcc2aaecf7e3243e053948fd464f8edbf44ee","observation_id":"346b7560-3817-46fc-8d5f-ee22f144a78e","resolution":{"observed_at":"2026-08-08T11:38:05.013898Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.993468Z","title":"A convnet for the 2020s","venue":null,"work_id":"5d919c12-e778-4c89-9f58-9aefcd8e3085","year":2022},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":38,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.361692Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:f081002045094394736a3217b264b8fff86d791fa63161853f98774c137e31de","observation_id":"2582f916-ddef-46fd-b1a6-da6384ccb80a","resolution":{"observed_at":"2026-08-08T11:38:04.998244Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2310.04378","last_updated":"2023-10-06T17:11:58Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-10-06T17:11:58Z","title":"Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step Inference","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.04378","snapshot_observed_at":"2026-08-08T11:38:04.365844Z","title":"Latent consistency models: Synthesizing high-resolution images with few-step inference","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":39,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.365844Z"},"links":{"cited_paper":"/paper/2310.04378","citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:a085650b643fa697293683455b08e8cfd59e2f5ecaa09c36677a0312d16d596a","observation_id":"117204da-e069-4716-9bff-35b867e0c9a0","resolution":{"observed_at":"2026-08-08T11:38:04.365844Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.979984Z","title":null,"venue":null,"work_id":"164810fb-591e-411b-8aff-9b644ccb62f8","year":2022},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":40,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.370476Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:f7f2069bea222f790b72ed5ee9c653fcdfc7ed788e17ea53b7eca1d52dd5e1c5","observation_id":"da416b8b-c77e-4a8e-abf2-f0e9c880170b","resolution":{"observed_at":"2026-08-08T11:38:04.984253Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.966366Z","title":"Q., Dhariwal, P., Ramesh, A., Shyam, P., Mishkin, P., Mcgrew, B., Sutskever, I., and Chen, M","venue":null,"work_id":"e9d4d0fc-86c4-471e-9762-c88d7f6456e3","year":2022},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":41,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.374612Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:8df552bcadcb3d859091b3d20e236a90141ea6b7d5c221a00c5890299a8119bf","observation_id":"4b392afa-306c-465e-b4f1-3b7b1f595b28","resolution":{"observed_at":"2026-08-08T11:38:04.970556Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.953199Z","title":"Deconvolution and checkerboard artifacts","venue":null,"work_id":"dc00c29c-5aed-4637-b7bd-a53e277a97bc","year":2016},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":42,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.378859Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:5a953881b126a212952df11ef6f617ff7b8fead69dc3afee230b6ebacfa070e9","observation_id":"e3865e30-cb55-4418-93a0-d86456a14373","resolution":{"observed_at":"2026-08-08T11:38:04.957452Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.940436Z","title":null,"venue":null,"work_id":"9b094d0c-4552-4beb-9d97-047b282069cc","year":2023},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":43,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.383109Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:f10bc404c7fe2bec63f03bb8117bf21de88ab9cc6938ffc3f22c0655d0d86b58","observation_id":"96b122cf-8f17-4520-8e95-0b42dfc5f97b","resolution":{"observed_at":"2026-08-08T11:38:04.944568Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.387111Z","title":"Semantic image synthesis with spatially-adaptive normalization","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":44,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.387111Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:e7d3d778bbbbe65f13491b5dd5dbab49964347482dd275e494be57ed117dc4dd","observation_id":"df3ed17b-8ec7-41db-9178-b555961909d9","resolution":{"observed_at":"2026-08-08T11:38:04.387111Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.918940Z","title":"Identifying synthetic faces through gan inversion and biometric traits analysis","venue":null,"work_id":"8a10d16b-a575-4fe6-9f93-9dc33271dec3","year":2023},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":45,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.391074Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:113ac5c5e958420d81409393a467e41d589e13ea1e136d8516b391fd115d5b43","observation_id":"2be365bb-bea0-4c7f-b458-ed8e32916486","resolution":{"observed_at":"2026-08-08T11:38:04.923237Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2401.01808","last_updated":"2024-01-03T16:10:07Z","snapshot_observed_at":"2026-08-06T21:12:52.913199Z","submitted_at":"2024-01-03T16:10:07Z","title":"aMUSEd: An Open MUSE Reproduction","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2401.01808","snapshot_observed_at":"2026-08-08T11:38:04.395114Z","title":"amused: An open muse reproduction","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":46,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.395114Z"},"links":{"cited_paper":"/paper/2401.01808","citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:2a6a0c07d508f37584f0cc1a6bedd2995dbbfb5232b4cf686caacc7673d5fb89","observation_id":"77a8000c-f94e-494d-b3ce-d572648a0fc5","resolution":{"observed_at":"2026-08-08T11:38:04.395114Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.905065Z","title":"Wuerstchen: Efficient pretraining of text-to-image models","venue":null,"work_id":"b022fb0d-a4ec-411a-928f-448470e42c1f","year":2023},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":47,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.399510Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:836bf525ccc88009847f68ed46bd5ba50a11c4d4c158fae1bae34566a80d3bf5","observation_id":"a981be9d-33ea-4075-9e0b-361b510162de","resolution":{"observed_at":"2026-08-08T11:38:04.909880Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.891994Z","title":"SDXL : Improving latent diffusion models for high-resolution image synthesis","venue":null,"work_id":"6a81bd40-2342-4a8f-bc6e-3b617128d955","year":2024},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":48,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.403615Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:9e4d2a85670a084da0b4e8a7a6783bbda581195a187ea6a982793a3466debd02","observation_id":"28ea7a05-c231-4e6f-9b40-b67fe0e1b26d","resolution":{"observed_at":"2026-08-08T11:38:04.896312Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.407689Z","title":"W., Hallacy, C., Ramesh, A., Goh, G., Agarwal, S., Sastry, G., Askell, A., Mishkin, P., Clark, J., et al","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":49,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.407689Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:9cc229cb8c57fd7ecb104c1281c5310628a58359af6f7d7c6e95f2e60c1eb563","observation_id":"6317bf68-d029-4e31-8e31-f09f347253e2","resolution":{"observed_at":"2026-08-08T11:38:04.407689Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.870328Z","title":"S., Ojha, U., Schloesser, J., and Lee, Y","venue":null,"work_id":"7915c779-134d-4c41-9372-7ec3e5ab2565","year":2025},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":50,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.411760Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:2954c7b08ec51ebad18e72aa2f55d2dc0496a846335ebb5e17310d437f663eac","observation_id":"8676b24c-1cd3-454b-bae6-819b82260db6","resolution":{"observed_at":"2026-08-08T11:38:04.874585Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.416271Z","title":"Zero-shot text-to-image generation","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":51,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.416271Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:c17cbfe87dd743bf9d8f212dde87921455875e93cacdd547bc2a4af335a5a803","observation_id":"e5f03116-dd37-425b-959f-a2e0c1bb6a26","resolution":{"observed_at":"2026-08-08T11:38:04.416271Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2310.03502","last_updated":"2023-10-05T12:29:41Z","snapshot_observed_at":"2026-08-09T05:04:50.087168Z","submitted_at":"2023-10-05T12:29:41Z","title":"Kandinsky: an Improved Text-to-Image Synthesis with Image Prior and Latent Diffusion","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.03502","snapshot_observed_at":"2026-08-08T11:38:04.420206Z","title":"Kandinsky: an improved text-to-image synthesis with image prior and latent diffusion","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":52,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.420206Z"},"links":{"cited_paper":"/paper/2310.03502","citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:a23081d38577eca158d8efa87204b70946d2cf33e9985d7bad5228b871c35ad8","observation_id":"fba6a252-e311-497f-8195-1e8fe1b384ea","resolution":{"observed_at":"2026-08-08T11:38:04.420206Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.848842Z","title":"Aeroblade: Training-free detection of latent diffusion images using autoencoder reconstruction error","venue":null,"work_id":"18f0454f-2bb1-497e-8c24-7ffda891f41f","year":2024},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":53,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.424677Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:b77b88ae6da39a1328f44f5ba1892e9f6d016f37a3df80daafbce2a07c0698aa","observation_id":"7614b1e8-7379-44e0-9f77-bcd1953017ea","resolution":{"observed_at":"2026-08-08T11:38:04.853375Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.428728Z","title":"High-resolution image synthesis with latent diffusion models","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":54,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.428728Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:8f3ce07a7b8e0b88e6adcd7b60e03ea1e05c66c1f460bf043fa918f50341aaed","observation_id":"e906092b-90fd-4edd-9b16-7a2c9d7756d6","resolution":{"observed_at":"2026-08-08T11:38:04.428728Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.827320Z","title":"Faceforensics++: Learning to detect manipulated facial images","venue":null,"work_id":"526497ff-e347-4442-b054-81340ff71559","year":2019},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":55,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.432737Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:470fac54c086fee595e91a09b13d7eb7c9098608e938d0bc3b46f19eadb2b681","observation_id":"e94db392-663a-434d-bb49-92bf0ffbb65f","resolution":{"observed_at":"2026-08-08T11:38:04.831642Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.813000Z","title":"W., Wightman, R., Cherti, M., Coombes, T., Katta, A., Mullis, C., Wortsman, M., Schramowski, P., Kundurthy, S","venue":null,"work_id":"57290e9f-0e06-4c7c-9e4d-3d9edb390590","year":2022},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":56,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.436627Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:17a322c5b7570b932bac229b156ded1accba4574ab105b090cb4b4dddec88b7f","observation_id":"108261e0-1488-40e0-80ef-2285f8a0bb1e","resolution":{"observed_at":"2026-08-08T11:38:04.818342Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.799647Z","title":"Zerofake: Zero-shot detection of fake images generated and edited by text-to-image generation models","venue":null,"work_id":"1297e9cb-fa60-4f1d-bccc-6ef136b33c7d","year":2024},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":57,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.440514Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:16bb35de644c4cf49f7a220a680a706919b333e27f2065b8a357d41dec2c7267","observation_id":"78181a15-1bb4-4f83-8bea-d9636b82b317","resolution":{"observed_at":"2026-08-08T11:38:04.804140Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.444459Z","title":"Deep unsupervised learning using nonequilibrium thermodynamics","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":58,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.444459Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:89df4516dbd1bb59105d1fc1abc26edbe7d51afdd9861c479114d68792c6a7b0","observation_id":"b625cdd9-be99-4f41-9921-500345657010","resolution":{"observed_at":"2026-08-08T11:38:04.444459Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.449187Z","title":"Denoising diffusion implicit models","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":59,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.449187Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:9f85f1ea96d1f3a8e2fdeb510cc79845594f8715f97162572ea3ba2f3111f919","observation_id":"1449c415-5cc6-4cfb-acc3-51dd12ad3f4f","resolution":{"observed_at":"2026-08-08T11:38:04.449187Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.453092Z","title":"and Ermon, S","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":60,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.453092Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:e34460e94a5bd7e519aad4a9bb0940550a7d117c4818f779781bc305bd8a94c6","observation_id":"ded5329a-6bad-47a5-b223-cc992261305e","resolution":{"observed_at":"2026-08-08T11:38:04.453092Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.759719Z","title":"Score-based generative modeling in latent space","venue":null,"work_id":"2ea21a29-e700-475d-bf56-b4a83759f6a6","year":2021},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":61,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.457146Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:3ec45736b3b39a572d79b7f9b7c90432953dd1b2cfec09e3a2599b307b609a3c","observation_id":"f5de4a2a-382e-4c61-80b5-92b4510eee13","resolution":{"observed_at":"2026-08-08T11:38:04.764686Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.745804Z","title":null,"venue":null,"work_id":"de3c7d3c-9031-439d-83cb-5637ddb6356d","year":2020},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":62,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.461238Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:8471ffc57c4fdb6a494c666d6327b641ce5f1def3ce9b2cb68eede9c364377f4","observation_id":"48169085-dabb-47fd-a57d-a38d5bd0bf68","resolution":{"observed_at":"2026-08-08T11:38:04.750037Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.732614Z","title":"Dire for diffusion-generated image detection","venue":null,"work_id":"2b247d4c-b14f-4eb1-8fff-2a8f54d3c818","year":2023},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":63,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.465191Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:4ef8f2c876196f8818c1f962eccf18e760f5c571b09468e6c7b77506cec9224d","observation_id":"cff39ad6-62c5-4224-afe4-c6f7701217f8","resolution":{"observed_at":"2026-08-08T11:38:04.736988Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.719051Z","title":"Gan inversion: A survey","venue":null,"work_id":"b168fab6-012b-497c-ad5e-09c878a32225","year":2022},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":64,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.469063Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:8d19df099f92c9ffc3d26baa18ab28aa0f9ea71996ce22e15a96498bfd348218","observation_id":"c534ba44-d467-46ea-ae8b-1ed2ace3de72","resolution":{"observed_at":"2026-08-08T11:38:04.723297Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.705377Z","title":"Lsun: Construction of a large-scale image dataset using deep learning with humans in the loop, 2016","venue":null,"work_id":"dcfdb864-8bac-40b9-bf76-027ba7512d43","year":2016},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":65,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.473035Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:a8da31e776a192bc920749482b92676ebd3e9f01fc65878c8b22f0eeadb32ec8","observation_id":"f9d213da-4bf7-44be-8a6f-4c632d1d7cb2","resolution":{"observed_at":"2026-08-08T11:38:04.709750Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.691624Z","title":"Detecting and simulating artifacts in gan fake images","venue":null,"work_id":"22d7b7c3-3d1d-41e0-abe5-3db93e1c1a23","year":2019},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":66,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.477030Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:566634d3469e37d1a02caaa0ead5cdeb65ef6d979d18f971375c5ee87d3c7e42","observation_id":"3c801f29-56fa-49ca-b17b-7c985bf8587c","resolution":{"observed_at":"2026-08-08T11:38:04.696306Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.481280Z","title":null,"venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":67,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.481280Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:71206fb3bd1423d3004c2b6b00f3cd887dad5e22d5740f9737c14c0cfbdccc49","observation_id":"699a5b56-a8df-4e83-9bad-ee91e18a1260","resolution":{"observed_at":"2026-08-08T11:38:04.481280Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2312.08880","last_updated":"2023-12-12T11:20:45Z","snapshot_observed_at":"2026-08-07T23:44:21.632807Z","submitted_at":"2023-12-12T11:20:45Z","title":"GenDet: Towards Good Generalizations for AI-Generated Image Detection","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2312.08880","snapshot_observed_at":"2026-08-08T11:38:04.486368Z","title":"Gendet: Towards good generalizations for ai-generated image detection","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":68,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.486368Z"},"links":{"cited_paper":"/paper/2312.08880","citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:2f1f17efc0cd4267a3df813f0a8dc375db286619b2d1913374e90d7a99bd1f26","observation_id":"71f278bf-9026-48cc-b6ce-1cf9a95eb2fe","resolution":{"observed_at":"2026-08-08T11:38:04.486368Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.669358Z","title":"Genimage: A million-scale benchmark for detecting ai-generated image","venue":null,"work_id":"cd2bcdc3-1a00-4559-9fc6-570915fbeb99","year":2024},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":69,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.490919Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:3aea23bceae20be3b4102680a521b5afa095976d4798fc4ba5515e28101ba65a","observation_id":"dfbeecc3-2f58-4a02-bb41-fc7b27b103a7","resolution":{"observed_at":"2026-08-08T11:38:04.673887Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-08T11:38:04.495260Z","title":"write newline","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection","version":2},"reference_index":70,"source":"arxiv_source","source_observed_at":"2026-08-08T11:38:04.495260Z"},"links":{"citing_paper":"/paper/2502.07778"},"observation_digest":"sha256:9cc9c5ede836cbf09a4e2459d2b058f01dd8fa3fc82f23573faa3d9d7e5ee70c","observation_id":"878a9639-f688-4c31-b3cc-53e7bb6c7da3","resolution":{"observed_at":"2026-08-08T11:38:04.495260Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2502.07778","last_updated":"2025-05-26T03:33:23Z","latest_version":2,"primary_category":"cs.CV","snapshot_observed_at":"2026-08-09T21:14:14.474992Z","submitted_at":"2025-02-11T18:59:10Z","title":"Stay-Positive: A Case for Ignoring Real Image Features in Fake Image Detection"},"reference_resolution":{"displayed":70,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":29,"verified_exact":2,"verified_fuzzy":39},"total_outbound_references":70},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"thesis":"As of 10 August 2026, this Paper Citation Record lists 70 of 70 outbound references and 2 inbound Pith citation observations for arXiv:2502.07778."}