{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:UAYNHIKAGGZJD45KQBQUACWD6Q","short_pith_number":"pith:UAYNHIKA","canonical_record":{"source":{"id":"2412.10681","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-14T05:01:46Z","cross_cats_sorted":[],"title_canon_sha256":"b8d420f3114e143d77d1f79217d0b8df72d50c4de6f05b96b794e66146f323cf","abstract_canon_sha256":"9e6941062c82fa828294eb0a288ff734534646a57a7b039c91840486fc6d98ad"},"schema_version":"1.0"},"canonical_sha256":"a030d3a14031b291f3aa8061400ac3f43ac45ae30b4c9a944d8f1f1900502838","source":{"kind":"arxiv","id":"2412.10681","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.10681","created_at":"2026-07-05T09:51:39Z"},{"alias_kind":"arxiv_version","alias_value":"2412.10681v2","created_at":"2026-07-05T09:51:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.10681","created_at":"2026-07-05T09:51:39Z"},{"alias_kind":"pith_short_12","alias_value":"UAYNHIKAGGZJ","created_at":"2026-07-05T09:51:39Z"},{"alias_kind":"pith_short_16","alias_value":"UAYNHIKAGGZJD45K","created_at":"2026-07-05T09:51:39Z"},{"alias_kind":"pith_short_8","alias_value":"UAYNHIKA","created_at":"2026-07-05T09:51:39Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:UAYNHIKAGGZJD45KQBQUACWD6Q","target":"record","payload":{"canonical_record":{"source":{"id":"2412.10681","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-14T05:01:46Z","cross_cats_sorted":[],"title_canon_sha256":"b8d420f3114e143d77d1f79217d0b8df72d50c4de6f05b96b794e66146f323cf","abstract_canon_sha256":"9e6941062c82fa828294eb0a288ff734534646a57a7b039c91840486fc6d98ad"},"schema_version":"1.0"},"canonical_sha256":"a030d3a14031b291f3aa8061400ac3f43ac45ae30b4c9a944d8f1f1900502838","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:51:39.783999Z","signature_b64":"HnZlirMSohHAaHXy+owS8G8OubfNFKsq4IXmGumiZ1CLTfFev2DyKt8ZpJXQ6Ce+7ocvSPmy5g74WknHesrUCg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"a030d3a14031b291f3aa8061400ac3f43ac45ae30b4c9a944d8f1f1900502838","last_reissued_at":"2026-07-05T09:51:39.783609Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:51:39.783609Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2412.10681","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:51:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"S3n2CnBeSOxNF7JlxnbZtjuvaVuaAFrIH6115GUvGQkm14WCNLOl45g0AMex21nRPBsT5e+HG6g3EUsjPZOtCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-12T04:58:00.243284Z"},"content_sha256":"d3b62a8d6df60a693f9c5ad3c809da22b176145b9c3940c5d5cc4ce1c0d75158","schema_version":"1.0","event_id":"sha256:d3b62a8d6df60a693f9c5ad3c809da22b176145b9c3940c5d5cc4ce1c0d75158"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:UAYNHIKAGGZJD45KQBQUACWD6Q","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"One Pixel is All I Need","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Deng Siqin, Zhou Xiaoyi","submitted_at":"2024-12-14T05:01:46Z","abstract_excerpt":"Vision Transformers (ViTs) have achieved record-breaking performance in various visual tasks. However, concerns about their robustness against backdoor attacks have grown. Backdoor attacks involve associating a specific trigger with a target label, causing the model to predict the attacker-specified label when the trigger is present, while correctly identifying clean images.We found that ViTs exhibit higher attack success rates for quasi-triggers(patterns different from but similar to the original training triggers)compared to CNNs. Moreover, some backdoor features in clean samples can suppres"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.10681","kind":"arxiv","version":2},"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/2412.10681/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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:51:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"aiklMmc7h16lXHwF07y79f2uctykCCf6P9wt8cyWuIi6CbKrI9LeAjaLNwfK8h2xGjzxhPyh+RuSTLBr6/PzBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-12T04:58:00.243810Z"},"content_sha256":"2283878b5cf8210b25766e3db98074cb8af01dc6e8fa6f125c2f67d96ca4fd9c","schema_version":"1.0","event_id":"sha256:2283878b5cf8210b25766e3db98074cb8af01dc6e8fa6f125c2f67d96ca4fd9c"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/UAYNHIKAGGZJD45KQBQUACWD6Q/bundle.json","state_url":"https://pith.science/pith/UAYNHIKAGGZJD45KQBQUACWD6Q/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/UAYNHIKAGGZJD45KQBQUACWD6Q/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-12T04:58:00Z","links":{"resolver":"https://pith.science/pith/UAYNHIKAGGZJD45KQBQUACWD6Q","bundle":"https://pith.science/pith/UAYNHIKAGGZJD45KQBQUACWD6Q/bundle.json","state":"https://pith.science/pith/UAYNHIKAGGZJD45KQBQUACWD6Q/state.json","well_known_bundle":"https://pith.science/.well-known/pith/UAYNHIKAGGZJD45KQBQUACWD6Q/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:UAYNHIKAGGZJD45KQBQUACWD6Q","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"9e6941062c82fa828294eb0a288ff734534646a57a7b039c91840486fc6d98ad","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-14T05:01:46Z","title_canon_sha256":"b8d420f3114e143d77d1f79217d0b8df72d50c4de6f05b96b794e66146f323cf"},"schema_version":"1.0","source":{"id":"2412.10681","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.10681","created_at":"2026-07-05T09:51:39Z"},{"alias_kind":"arxiv_version","alias_value":"2412.10681v2","created_at":"2026-07-05T09:51:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.10681","created_at":"2026-07-05T09:51:39Z"},{"alias_kind":"pith_short_12","alias_value":"UAYNHIKAGGZJ","created_at":"2026-07-05T09:51:39Z"},{"alias_kind":"pith_short_16","alias_value":"UAYNHIKAGGZJD45K","created_at":"2026-07-05T09:51:39Z"},{"alias_kind":"pith_short_8","alias_value":"UAYNHIKA","created_at":"2026-07-05T09:51:39Z"}],"graph_snapshots":[{"event_id":"sha256:2283878b5cf8210b25766e3db98074cb8af01dc6e8fa6f125c2f67d96ca4fd9c","target":"graph","created_at":"2026-07-05T09:51:39Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2412.10681/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Vision Transformers (ViTs) have achieved record-breaking performance in various visual tasks. However, concerns about their robustness against backdoor attacks have grown. Backdoor attacks involve associating a specific trigger with a target label, causing the model to predict the attacker-specified label when the trigger is present, while correctly identifying clean images.We found that ViTs exhibit higher attack success rates for quasi-triggers(patterns different from but similar to the original training triggers)compared to CNNs. Moreover, some backdoor features in clean samples can suppres","authors_text":"Deng Siqin, Zhou Xiaoyi","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-14T05:01:46Z","title":"One Pixel is All I Need"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.10681","kind":"arxiv","version":2},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:d3b62a8d6df60a693f9c5ad3c809da22b176145b9c3940c5d5cc4ce1c0d75158","target":"record","created_at":"2026-07-05T09:51:39Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"9e6941062c82fa828294eb0a288ff734534646a57a7b039c91840486fc6d98ad","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-12-14T05:01:46Z","title_canon_sha256":"b8d420f3114e143d77d1f79217d0b8df72d50c4de6f05b96b794e66146f323cf"},"schema_version":"1.0","source":{"id":"2412.10681","kind":"arxiv","version":2}},"canonical_sha256":"a030d3a14031b291f3aa8061400ac3f43ac45ae30b4c9a944d8f1f1900502838","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a030d3a14031b291f3aa8061400ac3f43ac45ae30b4c9a944d8f1f1900502838","first_computed_at":"2026-07-05T09:51:39.783609Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:51:39.783609Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"HnZlirMSohHAaHXy+owS8G8OubfNFKsq4IXmGumiZ1CLTfFev2DyKt8ZpJXQ6Ce+7ocvSPmy5g74WknHesrUCg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:51:39.783999Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.10681","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d3b62a8d6df60a693f9c5ad3c809da22b176145b9c3940c5d5cc4ce1c0d75158","sha256:2283878b5cf8210b25766e3db98074cb8af01dc6e8fa6f125c2f67d96ca4fd9c"],"state_sha256":"38ecb501f52260821ff590789ede3d8d9d1089e751a18c943bb4257328a5e262"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"z5gOBrJkDKuLoQWy1BZeEv6YhaI4W58YOMo3Vo124JerJS8vKTpdGs9Yiuin3sn4EbROI740U98eeLbNwvU5CQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-12T04:58:00.248750Z","bundle_sha256":"c183897ffee97e0985309c0dfc644985243efc324b451266e382f864a8fad7a2"}}