{"as_of":"2026-08-09T21:43:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:66d355a0bea341703e1f17171891c47a95b9d12cbd792cec896ba147c85d0383","coverage":[{"denominator":22,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":22,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T14:35:34.154019Z","state":"measured"},{"denominator":23,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":23,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+00:00","state":"measured"},{"denominator":1,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":1,"source":"paper_references, paper_reference_links","source_observed_at":"2026-05-10T05:56:15.244586Z","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":"2026-05-10T06:06:19.432116Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"cited_work":{"arxiv_id":"2505.18514","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2505.18514","snapshot_observed_at":"2026-06-05T21:23:00.469572Z","title":"Test-time adaptation with binary feedback.CoRR, abs/2505.18514","venue":null,"work_id":"f48c2d77-6459-44d6-afef-1737e70b698a","year":2025},"citing_paper":{"arxiv_id":"2604.18107","last_updated":"2026-04-20T11:25:51Z","snapshot_observed_at":"2026-07-06T23:05:04.279268Z","submitted_at":"2026-04-20T11:25:51Z","title":"Test-Time Perturbation Learning with Delayed Feedback for Vision-Language-Action Models","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-05-10T05:56:15.244586Z"},"links":{"cited_paper":"/paper/2505.18514","citing_paper":"/paper/2604.18107"},"observation_digest":"sha256:80a24ae524ca9494c820e03d7a8795bb0e3b4c236e75f408e2efdc5fbc0cbffc","observation_id":"55402f2c-840a-4f41-9890-6f846c9f01ae","resolution":{"observed_at":"2026-05-10T06:06:19.433564Z","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/2505.18514/citation-record","integrity":"/paper/2505.18514/integrity","json":"/paper/2505.18514/citation-record.json","paper":"/paper/2505.18514"},"outbound":[{"citation":{"cited_paper":{"arxiv_id":"1907.02893","last_updated":"2020-03-27T19:07:58Z","snapshot_observed_at":"2026-07-06T08:05:24.076802Z","submitted_at":"2019-07-05T15:26:26Z","title":"Invariant Risk Minimization","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1907.02893","snapshot_observed_at":"2026-08-07T14:35:32.469603Z","title":"Invariant risk minimization.arXiv preprint arXiv:1907.02893,","venue":null,"work_id":null,"year":1907},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:32.469603Z"},"links":{"cited_paper":"/paper/1907.02893","citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:dc152ce5036e5a940ef0d013e3c831ec22a2b5ebff3e1ff8b07c312455e53772","observation_id":"c49d9899-42d7-41ea-9b89-27cbee9a3f2c","resolution":{"observed_at":"2026-08-07T14:35:32.469603Z","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":"2026-08-07T14:35:36.753774Z","title":null,"venue":null,"work_id":"43b762cb-0658-4b26-9b8e-eea16bdf0252","year":2023},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:32.775002Z"},"links":{"citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:cf5006110a31b75fb08b7ca48b94fcea48707b87b671247b46f42e85c6ff924e","observation_id":"6155c146-8ea3-4d75-a40d-a32a93ff4d6a","resolution":{"observed_at":"2026-08-07T14:35:36.848886Z","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":"2026-08-07T14:35:36.287995Z","title":null,"venue":null,"work_id":"a83d7f15-92e0-4d7b-bb31-ebfc12ad7ee0","year":2023},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:32.973956Z"},"links":{"citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:9218e5448aa924d71c3cfa8bd23d1766388d51d8c69f42e99496649eced9a9df","observation_id":"27a8650d-c47f-4bbf-a2d6-a5ef9f75e03a","resolution":{"observed_at":"2026-08-07T14:35:36.306380Z","resolver_source":"raw_fallback","status":"malformed_identifier"},"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":"8077.9767","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:35:34.527727Z","title":"Notation * indicates the modified algorithm to utilize binary-feedback samples","venue":null,"work_id":"1a76b0c6-7171-4d07-a787-3fbc2b9c225c","year":null},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:33.179362Z"},"links":{"citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:5ab5fa89cb294711a87657f4ce79fec4104bcaf467193145ceaf64b58e6acbac","observation_id":"b9602028-a18d-4938-8286-b0bdcfd7b620","resolution":{"observed_at":"2026-08-07T14:35:34.558373Z","resolver_source":"raw_fallback","status":"malformed_identifier"},"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":"2026-08-07T14:35:36.157109Z","title":null,"venue":null,"work_id":"4d2925d1-95a1-44d0-9ba5-f278b149da74","year":2022},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:33.090683Z"},"links":{"citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:6b9ee2f328a3f4b27ea7d40ebf4701403bd54927530fc8eb5f75f8fa5086dd60","observation_id":"294a47ff-d49f-451e-b5fa-59147862c75c","resolution":{"observed_at":"2026-08-07T14:35:36.226996Z","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":"2026-08-07T14:35:36.372557Z","title":"0 1 2 3 Number of skipped batches 70 75 80 85 90Accuracy (%) BiTTA SimATTA* Figure 11: Accuracy (%) varying the labeling skip in CIFAR10-C","venue":null,"work_id":"732915b9-a5dd-46c9-b841-65cd0b6805d6","year":2020},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:32.888545Z"},"links":{"citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:1af5e041637cf242d94f147f712bc9d7b0dedca86d4a9db1064e80d50baa8126","observation_id":"e6798278-296f-4258-8aae-98c9580bc1d0","resolution":{"observed_at":"2026-08-07T14:35:36.464796Z","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":"2026-08-07T14:35:36.014038Z","title":"Comparison with recent baselinesWe incorporated new comparisons with recent TTA methods: DeYO (Lee et al., 2024a), OWTTT (Li et al., 2023), and TAST (Jang et al., 2022)","venue":null,"work_id":"4105c6d5-6f2b-48fe-a4eb-fe27a60e18c6","year":2023},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:33.127713Z"},"links":{"citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:656e98a12ad56344ee8cb06c55491fb54f92e6a4875e9839630a98ce56847f70","observation_id":"00dc502e-2f51-43ff-8a1c-1ff68e0ed912","resolution":{"observed_at":"2026-08-07T14:35:36.077459Z","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":"2026-08-07T14:35:35.842876Z","title":"Results on additional architectures.To further examine the applicability of BiTTA in various model architectures, we experimented with ResNet50 and ViT-Base","venue":null,"work_id":"1bcf72cc-7305-47e4-8993-3cea6bd56945","year":2024},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:33.284621Z"},"links":{"citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:f7177dd83f581b38198b6b13a77bebfca1398a0d73f60ed87704c0794c743781","observation_id":"6e2b4e1a-615c-4d70-907a-4ad50cf5114c","resolution":{"observed_at":"2026-08-07T14:35:35.929497Z","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":"8287.7966","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:35:34.301205Z","title":"Notation * indicates the modified algorithm to utilize binary-feedback samples","venue":null,"work_id":"9eebcf43-188b-4c14-9566-07c39d39fe22","year":2019},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:33.345559Z"},"links":{"citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:8f0d715ab1f7bbcb12913be725bf8f54a60edc89370a9ade13107ade4fc51664","observation_id":"0be662e9-04ef-40bf-9dfe-deb67fa78997","resolution":{"observed_at":"2026-08-07T14:35:34.407021Z","resolver_source":"raw_fallback","status":"malformed_identifier"},"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":"2026-08-07T14:35:35.433336Z","title":"Notation * indicates the modified algorithm to utilize binary-feedback samples","venue":null,"work_id":"c62b54b3-c5c9-4c3d-9391-9dd9ea845f7f","year":1981},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:33.679833Z"},"links":{"citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:a3bb2a559de5e8713580a7c679da5ee49f36b8b652eafc6843938733a9cec580","observation_id":"29180c50-db67-461e-b8f5-8b86e8c0bd6d","resolution":{"observed_at":"2026-08-07T14:35:35.481594Z","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":"2026-08-07T14:35:35.319413Z","title":"We assume the probability of each feedback strategy as p= 2−1 (correct/incorrect) and p=num_class −1 (select in the entire class set)","venue":null,"work_id":"a05d2a57-6cb8-4cd9-8a56-7f2a0c0b69f1","year":2021},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:33.784956Z"},"links":{"citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:6a6f970973d784e1544872e73bb49d3cedb693344c761003594b1b7fa16e531a","observation_id":"78195f57-4290-409f-9002-d8ce21d1a91e","resolution":{"observed_at":"2026-08-07T14:35:35.351972Z","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":"2026-08-07T14:35:35.044587Z","title":"The implementation followed the official code.4 RoTTA.For RoTTA (Yuan et al., 2023), we utilized the Adam optimizer (Kingma & Ba,","venue":null,"work_id":"1ee8d4e3-7734-46eb-9663-892936fae0d5","year":2023},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:33.989422Z"},"links":{"citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:1bca97386545247510ac31d9db17491814995f46012342557cd5a8edd002a442","observation_id":"ab8e95f0-3043-48fb-a66b-1cd37a9d52ac","resolution":{"observed_at":"2026-08-07T14:35:35.099076Z","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":"2026-08-07T14:35:34.954741Z","title":null,"venue":null,"work_id":"837b2746-1c8e-4a50-8215-332150260ecd","year":2015},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:34.070707Z"},"links":{"citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:ab57e0789bbbea5e648dd077eafdb451041993f0ad66dea97942c70b1d799de4","observation_id":"55ad99df-35f3-4f11-bde9-625c454eda8d","resolution":{"observed_at":"2026-08-07T14:35:34.996488Z","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":"2026-08-07T14:35:34.787905Z","title":"We update batch norm statistics with momentum 0.3 on the unlabeled test batch, and freeze the statistics during adaptation, following Gui et al","venue":null,"work_id":"24673a08-9b3c-4270-8f09-1fb342037777","year":2024},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:34.154019Z"},"links":{"citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:ce3b0b67b931df47f8d1e103b9a2b4d38423c31564bf31e274134393e0082e9f","observation_id":"bf23f23c-d240-4c04-8576-3818cffa87bb","resolution":{"observed_at":"2026-08-07T14:35:34.907901Z","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":"2026-08-07T14:35:35.565648Z","title":null,"venue":null,"work_id":"fa4ebd39-205e-471c-8960-40deaba60a12","year":2022},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":64,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:33.601405Z"},"links":{"citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:d608cb6e18de6f328d35d7b3bcc3e10bdd1b0d8040209ad99c30b0bbde2c0f90","observation_id":"62ecb51b-4690-4d0c-b641-791ea9217180","resolution":{"observed_at":"2026-08-07T14:35:35.604859Z","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":"2006.10963","last_updated":"2021-01-14T21:11:06Z","snapshot_observed_at":"2026-08-06T05:58:45.817385Z","submitted_at":"2020-06-19T05:08:43Z","title":"Evaluating Prediction-Time Batch Normalization for Robustness under Covariate Shift","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2006.10963","snapshot_observed_at":"2026-08-07T14:35:32.697070Z","title":"Evaluating prediction-time batch normalization for robustness under covariate shift","venue":null,"work_id":null,"year":2006},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":2003,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:32.697070Z"},"links":{"cited_paper":"/paper/2006.10963","citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:ce16e1afef90e3bdb0c077bdf43cc82ef53c05a231c30c97c8fc3a2bf854f0c2","observation_id":"b6bb2402-efc8-40bf-a050-fa7ae8cb6410","resolution":{"observed_at":"2026-08-07T14:35:32.697070Z","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":"2026-08-07T14:35:35.195022Z","title":null,"venue":null,"work_id":"66bd2a30-d902-4c75-b628-160f39498f87","year":2024},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":2015,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:33.891162Z"},"links":{"citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:e340b2f3b453535ed45a4651dac7f8aa71c94cc5c8d34c370977a08bd79d64b8","observation_id":"f050e609-b645-4fd4-b4ff-fde658e36b3f","resolution":{"observed_at":"2026-08-07T14:35:35.268776Z","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":"2026-08-07T14:35:35.674937Z","title":null,"venue":null,"work_id":"7f3cb96f-528a-4664-be62-8e39ba84dcf4","year":2016},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":2016,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:33.453297Z"},"links":{"citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:4bf293564a7625f00caa89b697cb5e031f41475943f287ab973b425cd40e6d1d","observation_id":"d1d4bbcb-3509-4ec3-a7d5-44923e9c32e1","resolution":{"observed_at":"2026-08-07T14:35:35.757719Z","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":"2026-08-07T14:35:36.970530Z","title":"U., Teterwak, P., et al","venue":null,"work_id":"ea7566d4-40ab-41bf-b2e6-84ffbd309ec1","year":2021},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":2019,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:32.528623Z"},"links":{"citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:c5e80653bb90475ede30aa6e409def37a7c394abed72205a99099a598d85ebeb","observation_id":"c349f324-e8ee-44b0-a475-008a02e97cd6","resolution":{"observed_at":"2026-08-07T14:35:37.053070Z","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":"2401.08637","last_updated":"2025-04-23T10:44:56Z","snapshot_observed_at":"2026-08-08T15:56:42.169672Z","submitted_at":"2023-12-11T23:30:01Z","title":"Synergy: Towards On-Body AI via Tiny AI Accelerator Collaboration on Wearables","version":3},"cited_work":{"arxiv_id":"2401.08637","doi":null,"metadata_source":"pith","pith_arxiv_id":"2401.08637","snapshot_observed_at":"2026-08-07T14:35:34.679966Z","title":"Synergy: Towards On-Body AI via Tiny AI Accelerator Collaboration on Wearables","venue":"cs.DC","work_id":"9e7be9dd-164f-4400-9886-d77b18f409a8","year":2023},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":2022,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:32.608047Z"},"links":{"cited_paper":"/paper/2401.08637","citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:919da67a3fa343f88d2342aa4b1099b8822799298b4c921b5e58a1dd109d03ab","observation_id":"418e1f17-183d-4728-9993-6327aee3b5e9","resolution":{"observed_at":"2026-08-07T14:35:34.729811Z","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":"2026-08-07T14:35:36.557826Z","title":null,"venue":null,"work_id":"e262e3b4-aa48-478a-bb4f-8088cae676b7","year":2023},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":2023,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:32.830500Z"},"links":{"citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:15cbcc6c3393d6d1e08f4bf57d4bd27c3a4877018f7bafeb1dffd8fcffd7dae7","observation_id":"e78f6c5c-e320-4333-8d1a-e29722e9bc80","resolution":{"observed_at":"2026-08-07T14:35:36.646355Z","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":"2005.08100","last_updated":"2020-05-16T20:56:25Z","snapshot_observed_at":"2026-08-08T15:18:32.322111Z","submitted_at":"2020-05-16T20:56:25Z","title":"Conformer: Convolution-augmented Transformer for Speech Recognition","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2005.08100","snapshot_observed_at":"2026-08-07T14:35:32.658211Z","title":"Con- former: Convolution-augmented transformer for speech recognition.arXiv preprint arXiv:2005.08100,","venue":null,"work_id":null,"year":2005},"citing_paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback","version":1},"reference_index":2024,"source":"pdf_text","source_observed_at":"2026-08-07T14:35:32.658211Z"},"links":{"cited_paper":"/paper/2005.08100","citing_paper":"/paper/2505.18514"},"observation_digest":"sha256:5133cc3f54103d74e0f99fe19bbd863c1d4362a9b469adda81d66457b4ff23ef","observation_id":"bda5f11f-5787-4aae-94a2-bb11cfdf7a1a","resolution":{"observed_at":"2026-08-07T14:35:32.658211Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2505.18514","last_updated":"2025-05-24T05:24:10Z","latest_version":1,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-07T14:27:59.275414Z","submitted_at":"2025-05-24T05:24:10Z","title":"Test-Time Adaptation with Binary Feedback"},"reference_resolution":{"displayed":22,"state_counts":{"malformed_identifier":3,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":10,"verified_exact":1,"verified_fuzzy":8},"total_outbound_references":22},"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 9 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 1 inbound Pith citation observation for arXiv:2505.18514."}