{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2026:DTHBSF5Q5MVQUFI72JTRWVPDYN","short_pith_number":"pith:DTHBSF5Q","schema_version":"1.0","canonical_sha256":"1cce1917b0eb2b0a151fd2671b55e3c37b714f8fcdf83902890c0228eaa5f757","source":{"kind":"arxiv","id":"2607.21243","version":1},"attestation_state":"computed","paper":{"title":"Detectors Learn the Wrong Thing: Shortcut-Resistant Adversarial Training Against Physically Realizable Attacks","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Haiyang Yu, Jinlei Wang, Xuesong Bai, Yilong Ren, Yuanhao Huang, Zheng Zhang","submitted_at":"2026-07-23T12:06:02Z","abstract_excerpt":"AI-enabled visual perception systems are increasingly deployed in intelligent transportation infrastructure and autonomous vehicle related applications. However, physically realizable adversarial appearances pose a significant reliability challenge for these safety-critical systems. Adversarial training is effective, but repeated co-occurrence between adversarial texture and positive person instances can cause detectors to treat the texture itself as evidence of object presence, forming a patch texture shortcut. The detector may then treat texture as evidence for the target, causing false dete"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2607.21243","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2026-07-23T12:06:02Z","cross_cats_sorted":[],"title_canon_sha256":"e5e9b15895006762ba79a1c097f1ba43791e4b2d5af8f08c0ed910a6030d4b5b","abstract_canon_sha256":"43cb2e11b71e9322bf4de1d149ab3f4070707f47f87f8200c19073701220ddf5"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-24T01:24:21.241565Z","signature_b64":"HnKdUrRgw3sBFnvJ4G7cLASGu2LNcDn8ACBdpLdbLI3uVxhZ2LQSuVSkis1JFm3/zF3it4vCLrQjtq4SNiIVDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1cce1917b0eb2b0a151fd2671b55e3c37b714f8fcdf83902890c0228eaa5f757","last_reissued_at":"2026-07-24T01:24:21.240742Z","signature_status":"signed_v1","first_computed_at":"2026-07-24T01:24:21.240742Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Detectors Learn the Wrong Thing: Shortcut-Resistant Adversarial Training Against Physically Realizable Attacks","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Haiyang Yu, Jinlei Wang, Xuesong Bai, Yilong Ren, Yuanhao Huang, Zheng Zhang","submitted_at":"2026-07-23T12:06:02Z","abstract_excerpt":"AI-enabled visual perception systems are increasingly deployed in intelligent transportation infrastructure and autonomous vehicle related applications. However, physically realizable adversarial appearances pose a significant reliability challenge for these safety-critical systems. Adversarial training is effective, but repeated co-occurrence between adversarial texture and positive person instances can cause detectors to treat the texture itself as evidence of object presence, forming a patch texture shortcut. The detector may then treat texture as evidence for the target, causing false dete"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.21243","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2607.21243/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2607.21243","created_at":"2026-07-24T01:24:21.241174+00:00"},{"alias_kind":"arxiv_version","alias_value":"2607.21243v1","created_at":"2026-07-24T01:24:21.241174+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.21243","created_at":"2026-07-24T01:24:21.241174+00:00"},{"alias_kind":"pith_short_12","alias_value":"DTHBSF5Q5MVQ","created_at":"2026-07-24T01:24:21.241174+00:00"},{"alias_kind":"pith_short_16","alias_value":"DTHBSF5Q5MVQUFI7","created_at":"2026-07-24T01:24:21.241174+00:00"},{"alias_kind":"pith_short_8","alias_value":"DTHBSF5Q","created_at":"2026-07-24T01:24:21.241174+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/DTHBSF5Q5MVQUFI72JTRWVPDYN","json":"https://pith.science/pith/DTHBSF5Q5MVQUFI72JTRWVPDYN.json","graph_json":"https://pith.science/api/pith-number/DTHBSF5Q5MVQUFI72JTRWVPDYN/graph.json","events_json":"https://pith.science/api/pith-number/DTHBSF5Q5MVQUFI72JTRWVPDYN/events.json","paper":"https://pith.science/paper/DTHBSF5Q"},"agent_actions":{"view_html":"https://pith.science/pith/DTHBSF5Q5MVQUFI72JTRWVPDYN","download_json":"https://pith.science/pith/DTHBSF5Q5MVQUFI72JTRWVPDYN.json","view_paper":"https://pith.science/paper/DTHBSF5Q","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2607.21243&json=true","fetch_graph":"https://pith.science/api/pith-number/DTHBSF5Q5MVQUFI72JTRWVPDYN/graph.json","fetch_events":"https://pith.science/api/pith-number/DTHBSF5Q5MVQUFI72JTRWVPDYN/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/DTHBSF5Q5MVQUFI72JTRWVPDYN/action/timestamp_anchor","attest_storage":"https://pith.science/pith/DTHBSF5Q5MVQUFI72JTRWVPDYN/action/storage_attestation","attest_author":"https://pith.science/pith/DTHBSF5Q5MVQUFI72JTRWVPDYN/action/author_attestation","sign_citation":"https://pith.science/pith/DTHBSF5Q5MVQUFI72JTRWVPDYN/action/citation_signature","submit_replication":"https://pith.science/pith/DTHBSF5Q5MVQUFI72JTRWVPDYN/action/replication_record"}},"created_at":"2026-07-24T01:24:21.241174+00:00","updated_at":"2026-07-24T01:24:21.241174+00:00"}