{"as_of":"2026-08-09T22:47:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:44f8044108415a746c768289c89c0d1a6b50e32968e6a9fb4d253026126e326b","coverage":[{"denominator":28,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":28,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-06T23:20:08.796018Z","state":"measured"},{"denominator":28,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":28,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2506.18516/citation-record","integrity":"/paper/2506.18516/integrity","json":"/paper/2506.18516/citation-record.json","paper":"/paper/2506.18516"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T23:20:05.808019Z","title":"In: DUMB and DUMBer 17 Proceedings of the 26th International Symposium on Research in Attacks, Intrusions and Defenses","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:05.808019Z"},"links":{"citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:2ef43b2da239546b29c45a51ca7f8889746c80a4db6c1398ef0714752d6378c7","observation_id":"9ff7a41d-a8a7-404a-8d4d-ab6a31fc3828","resolution":{"observed_at":"2026-08-06T23:20:05.808019Z","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":"2026-08-06T23:20:12.522813Z","title":"In: European conference on computer vision","venue":null,"work_id":"c0480da8-3575-466f-b04d-05e4061e7363","year":2020},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:05.867716Z"},"links":{"citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:cc5b67233e369e18ca86fc09f5fd380986182b4b7dfd203343d256305c4df666","observation_id":"b6714504-181f-4a17-a133-a4adac3ea6da","resolution":{"observed_at":"2026-08-06T23:20:12.587296Z","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":"2026-08-06T23:20:12.296444Z","title":null,"venue":null,"work_id":"cc8969c0-8100-4ad4-ba7b-022678d36a80","year":2020},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:05.979075Z"},"links":{"citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:5e488141394f0f9fa401e14d5d055027f7966b72def0367760a676ee7a6d4389","observation_id":"99cdb85e-194f-41bc-a208-f350647a918c","resolution":{"observed_at":"2026-08-06T23:20:12.411689Z","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":"1805.04807","last_updated":"2018-05-13T02:10:56Z","snapshot_observed_at":"2026-08-09T14:00:03.126955Z","submitted_at":"2018-05-13T02:10:56Z","title":"Curriculum Adversarial Training","version":1},"cited_work":{"arxiv_id":"1805.04807","doi":null,"metadata_source":"pith","pith_arxiv_id":"1805.04807","snapshot_observed_at":"2026-08-06T23:20:09.140466Z","title":"Curriculum Adversarial Training","venue":"cs.LG","work_id":"45d2e133-e499-4a4e-a709-12fe55aacac4","year":2018},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:06.132075Z"},"links":{"cited_paper":"/paper/1805.04807","citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:b775051ff6c1bb0017fcf2a998ddc31c20280a32bbb841740a91e5e686cdd9fa","observation_id":"b699f01a-6ba6-4621-9ae6-b7a25d6e7d7f","resolution":{"observed_at":"2026-08-06T23:20:09.187314Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"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":"2026-08-06T23:20:12.013498Z","title":"Journal of artificial intelligence research16, 321–357 (2002)","venue":null,"work_id":"6dc16a49-20ab-4612-b14a-167ed0349668","year":2002},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:06.243219Z"},"links":{"citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:f0c67af748b6bf1d69dc4c1b437a01c2d6ae6e3ae9980d88a48e5571d1103d9f","observation_id":"cf1bbd76-da43-46b0-92a4-5cf150ba180b","resolution":{"observed_at":"2026-08-06T23:20:12.136337Z","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":"2026-08-06T23:20:11.809871Z","title":"In: 28th USENIX security symposium (USENIX security 19)","venue":null,"work_id":"43e39e3a-c3aa-44a8-9114-2b506e97969e","year":2019},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:06.334758Z"},"links":{"citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:99e73a575a936ffec044ecf4409545ebc27f5459f0bdeeb7c1d3a8872a4c9ae0","observation_id":"56f879cb-b6aa-42b0-9cf3-c738d8c925c5","resolution":{"observed_at":"2026-08-06T23:20:11.903106Z","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":"2026-08-06T23:20:11.528671Z","title":"In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition","venue":null,"work_id":"1a4cc7be-5f3b-4f0f-8486-0f44bf5aae6f","year":2019},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:06.430099Z"},"links":{"citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:e0b099e66c7ca5eac81bc0d26c50811a3257e4e0bc13fcca9f420e066066d4ea","observation_id":"9832f4c0-8be7-4a05-ad76-ec6ec520dec3","resolution":{"observed_at":"2026-08-06T23:20:11.666579Z","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":"2026-08-06T23:20:11.259011Z","title":null,"venue":null,"work_id":"9556baaf-63d4-48b3-8737-1a141d799dc6","year":2018},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:06.569256Z"},"links":{"citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:baea583b4c248e0152553e689668ee4dc36a81dd82189b3b9783c557cb42195b","observation_id":"6c6bf1fa-9b56-42c9-90ec-0fda2bb7bdaf","resolution":{"observed_at":"2026-08-06T23:20:11.402578Z","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":"2026-08-06T23:20:10.986979Z","title":null,"venue":null,"work_id":"e35f4475-8386-4666-b455-c5c59e7c6e29","year":2018},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:06.691807Z"},"links":{"citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:a2ea35d33f3d20acbc469808319482551b0c6770ea917d8d2d9e078206f72570","observation_id":"d70dc6e5-ad4a-46b7-a1d9-8d08d6945288","resolution":{"observed_at":"2026-08-06T23:20:11.107635Z","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":"1412.6572","last_updated":"2015-03-20T20:19:16Z","snapshot_observed_at":"2026-07-06T04:04:16.777653Z","submitted_at":"2014-12-20T01:17:12Z","title":"Explaining and Harnessing Adversarial Examples","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1412.6572","snapshot_observed_at":"2026-08-06T23:20:06.766904Z","title":"arXiv preprint arXiv:1412.6572 (2014)","venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:06.766904Z"},"links":{"cited_paper":"/paper/1412.6572","citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:ba7c5c2e0df5d39532886a204260b6382a14868da7df5f0ee0e294697acd4809","observation_id":"e31e1806-fc14-4399-942e-4e289238d682","resolution":{"observed_at":"2026-08-06T23:20:06.766904Z","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":"2026-08-06T23:20:10.675523Z","title":"In: Proceedings of the 11th ACM workshop on artificial intelligence and security","venue":null,"work_id":"46631360-04ad-4710-b0c8-b8222d101c7c","year":2018},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:06.828501Z"},"links":{"citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:2a37988ce739d375be099504aface1efaa8162caf20d643fb16e6c8429c68caa","observation_id":"af01003a-4b81-46fb-afc2-a31dcc7336ea","resolution":{"observed_at":"2026-08-06T23:20:10.816842Z","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":"2026-08-06T23:20:10.430853Z","title":"IEEE Transactions on Information Forensics and Security18, 1749–1762 (2023)","venue":null,"work_id":"5a3fa7ac-5627-46ac-a2c2-89e50ca918f4","year":2023},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:06.903684Z"},"links":{"citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:f06f6f320d0b84967d7b0f24f12c3d4b33fd8c5c8950bfdcddb8668d1b0efce7","observation_id":"d86670d1-9316-4d3f-83d7-dae9cc282c2c","resolution":{"observed_at":"2026-08-06T23:20:10.519812Z","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":"2310.17626","last_updated":"2024-05-02T00:08:36Z","snapshot_observed_at":"2026-07-06T16:39:08.850847Z","submitted_at":"2023-10-26T17:45:26Z","title":"A Survey on Transferability of Adversarial Examples across Deep Neural Networks","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.17626","snapshot_observed_at":"2026-08-06T23:20:07.043690Z","title":"arXiv preprint arXiv:2310.17626 (2023)","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:07.043690Z"},"links":{"cited_paper":"/paper/2310.17626","citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:a605f91cb6432e68fa22143998764247c5083fac0fcdec74ac19d709660220ae","observation_id":"d282564d-52f2-49cf-b4e6-b22d296e4a16","resolution":{"observed_at":"2026-08-06T23:20:07.043690Z","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":"2026-08-06T23:20:07.165054Z","title":"In: Proceedings of the IEEE conference on computer vision and pattern recognition","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:07.165054Z"},"links":{"citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:e2eb27183ea413d9b648459eaa09d4196dedfdcc317b15fda4dcad944b7c1113","observation_id":"bd1516ef-54cb-4b25-9c3a-f14b9e501ded","resolution":{"observed_at":"2026-08-06T23:20:07.165054Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1404.5997","last_updated":"2014-04-26T23:10:51Z","snapshot_observed_at":"2026-08-06T11:52:03.941771Z","submitted_at":"2014-04-23T22:37:56Z","title":"One weird trick for parallelizing convolutional neural networks","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1404.5997","snapshot_observed_at":"2026-08-06T23:20:07.262096Z","title":"arXiv preprint arXiv:1404.5997 (2014)","venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:07.262096Z"},"links":{"cited_paper":"/paper/1404.5997","citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:3704880349a930bee18983274cb4d8c6db2e23cb1d03b2ab334a4abea1ec553b","observation_id":"42412da5-45c9-4c4b-83cd-7df7d6db67a7","resolution":{"observed_at":"2026-08-06T23:20:07.262096Z","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":"2026-08-06T23:20:07.412817Z","title":"In: Artificial intelligence safety and security, pp","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:07.412817Z"},"links":{"citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:3ebda7d0ff9e43978d0e8ae1de6a712722b0006651c9834bda923158974af290","observation_id":"52e68e72-1675-4968-a789-0cdb45b92ac1","resolution":{"observed_at":"2026-08-06T23:20:07.412817Z","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":"2026-08-06T23:20:10.230539Z","title":"Computers & Security128, 103134 (2023)","venue":null,"work_id":"10f20057-df8d-4060-8202-1aaa46fee438","year":2023},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:07.559682Z"},"links":{"citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:504ff9050ac855d2291363be009bd9fcf8de40debe59493c0de6c349fe079402","observation_id":"df8dc5e7-c695-428f-8f24-05609df64745","resolution":{"observed_at":"2026-08-06T23:20:10.324522Z","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":"1706.06083","last_updated":"2019-09-04T18:53:10Z","snapshot_observed_at":"2026-08-07T14:27:46.872660Z","submitted_at":"2017-06-19T17:53:11Z","title":"Towards Deep Learning Models Resistant to Adversarial Attacks","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1706.06083","snapshot_observed_at":"2026-08-06T23:20:07.662079Z","title":"arXiv preprint arXiv:1706.06083 (2017)","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:07.662079Z"},"links":{"cited_paper":"/paper/1706.06083","citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:245912b3e8288761275f7d88c77ddeae029c289838992b563dce24b897eaabdd","observation_id":"08be6e0e-c561-4c94-b297-f228ea3ec7e4","resolution":{"observed_at":"2026-08-06T23:20:07.662079Z","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":"2026-08-06T23:20:10.027348Z","title":"In: Proceedings of the 2024 ACM Workshop on Wireless Security and Machine Learning","venue":null,"work_id":"06a3abc7-4e3e-4cfb-b77e-6e3521aebf8c","year":2024},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:07.782538Z"},"links":{"citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:eff64e9a7dcde05b92f47de140d1e4c600228346c265f05a9091883aeb5421e1","observation_id":"01f7e3f7-ce1c-4300-938d-e693662670ca","resolution":{"observed_at":"2026-08-06T23:20:10.131784Z","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":"2026-08-06T23:20:07.898519Z","title":"In: Proceedings of the IEEE conference on computer vision and pattern recognition","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:07.898519Z"},"links":{"citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:7820eed596ed796c64d60df23f55f227b13fb7be37a7017c7e5c0be67d15c422","observation_id":"5b89cf86-d43b-47ce-9ce9-bc0ac4e1bf99","resolution":{"observed_at":"2026-08-06T23:20:07.898519Z","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":"2026-08-06T23:20:09.892524Z","title":"In: Proceedings of the 2016 acm sigsac conference on computer and communications security","venue":null,"work_id":"3f0ba9d7-49e7-4535-8e8d-2c2752db181d","year":2016},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:08.004012Z"},"links":{"citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:d7d6af0379a7681a1338234378a915756adf63872cb598b6f6696c7f61d4e8fd","observation_id":"f56bfcb5-6695-44d8-afd7-cec4efc5e3c4","resolution":{"observed_at":"2026-08-06T23:20:09.944696Z","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":"1409.1556","last_updated":"2015-04-10T16:25:04Z","snapshot_observed_at":"2026-07-06T03:53:32.549552Z","submitted_at":"2014-09-04T19:48:04Z","title":"Very Deep Convolutional Networks for Large-Scale Image Recognition","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1409.1556","snapshot_observed_at":"2026-08-06T23:20:08.123483Z","title":"arXiv preprint arXiv:1409.1556 (2014)","venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:08.123483Z"},"links":{"cited_paper":"/paper/1409.1556","citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:c49815bebb730d2922da631c303f3884b721004922478fa8a40c64044b4a2856","observation_id":"03538502-7497-4a46-98f3-308bf9718e0b","resolution":{"observed_at":"2026-08-06T23:20:08.123483Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1705.07204","last_updated":"2020-04-26T22:20:25Z","snapshot_observed_at":"2026-07-06T05:43:27.961693Z","submitted_at":"2017-05-19T21:56:43Z","title":"Ensemble Adversarial Training: Attacks and Defenses","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1705.07204","snapshot_observed_at":"2026-08-06T23:20:08.256508Z","title":null,"venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:08.256508Z"},"links":{"cited_paper":"/paper/1705.07204","citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:e4ba143f780fef1b9243c724edcaad30ac91cce51d4d8061c780aa82deef63e5","observation_id":"1496df24-8ef4-42b9-ac56-5a8ab9ef9139","resolution":{"observed_at":"2026-08-06T23:20:08.256508Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1805.12152","last_updated":"2019-09-09T08:09:25Z","snapshot_observed_at":"2026-08-08T14:51:08.356714Z","submitted_at":"2018-05-30T18:00:32Z","title":"Robustness May Be at Odds with Accuracy","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1805.12152","snapshot_observed_at":"2026-08-06T23:20:08.359134Z","title":"arXiv preprint arXiv:1805.12152 (2018)","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:08.359134Z"},"links":{"cited_paper":"/paper/1805.12152","citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:8e511ecd3d48685a8438677042748beb06bef90f9002e38b572b766a4e40b65c","observation_id":"e6ce8ed6-4711-41d2-849a-27a65e063900","resolution":{"observed_at":"2026-08-06T23:20:08.359134Z","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":"2026-08-06T23:20:09.793449Z","title":"In: Proceedings of the IEEE/CVF international conference on computer vision","venue":null,"work_id":"4f7a0b06-2f8d-4e9c-8aa3-18aef1bcb9d6","year":2021},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:08.485321Z"},"links":{"citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:c44eed6b3b1093c26793c548013c7de45c93c3b8744f3af029b870db9325e8f7","observation_id":"7a0c5ab5-ff86-4d0f-a387-aa65e1e6cabf","resolution":{"observed_at":"2026-08-06T23:20:09.835089Z","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":"2026-08-06T23:20:09.519798Z","title":"In: International conference on learning representations (2019)","venue":null,"work_id":"7c10b2e6-d242-4248-a1a5-6f45cb462253","year":2019},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:08.625881Z"},"links":{"citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:7016e2f54a4a561d873f16541299e3c120d631d4026977ba0d6ded1ba537853f","observation_id":"de78f513-4dc4-4ff4-9dc7-26e0973173cf","resolution":{"observed_at":"2026-08-06T23:20:09.663177Z","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":"2306.08565","last_updated":"2023-06-14T15:17:51Z","snapshot_observed_at":"2026-07-06T15:42:33.136610Z","submitted_at":"2023-06-14T15:17:51Z","title":"Reliable Evaluation of Adversarial Transferability","version":1},"cited_work":{"arxiv_id":"2306.08565","doi":null,"metadata_source":"pith","pith_arxiv_id":"2306.08565","snapshot_observed_at":"2026-08-06T23:20:08.934946Z","title":"Reliable Evaluation of Adversarial Transferability","venue":"cs.CV","work_id":"b95040aa-828b-412a-80ab-e34a6f15ae6f","year":2023},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:08.734560Z"},"links":{"cited_paper":"/paper/2306.08565","citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:7ab2c879266d07e6688d27bb45b363faa36ec8c483a8dd8baeb0b9745efb2102","observation_id":"892890e1-573c-4102-8cdd-8769437cb0de","resolution":{"observed_at":"2026-08-06T23:20:08.982985Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"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":"2026-08-06T23:20:09.327301Z","title":"In: International conference on machine learning","venue":null,"work_id":"7ac757eb-2de9-44a1-93da-88f674bdc994","year":2019},"citing_paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-06T23:20:08.796018Z"},"links":{"citing_paper":"/paper/2506.18516"},"observation_digest":"sha256:ed17409d90da276fe390097e39816c993d36e70161cf1e699e65a826c5419890","observation_id":"c10e3afc-f23b-4a23-b921-1a135e748cf6","resolution":{"observed_at":"2026-08-06T23:20:09.407151Z","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"}}],"paper":{"arxiv_id":"2506.18516","last_updated":"2025-06-23T11:16:21Z","latest_version":1,"primary_category":"cs.CR","snapshot_observed_at":"2026-08-08T14:53:02.038351Z","submitted_at":"2025-06-23T11:16:21Z","title":"DUMB and DUMBer: Is Adversarial Training Worth It in the Real World?"},"reference_resolution":{"displayed":28,"state_counts":{"malformed_identifier":1,"metadata_mismatch":2,"parse_uncertain":0,"unresolved":14,"verified_exact":0,"verified_fuzzy":11},"total_outbound_references":28},"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 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2506.18516."}