{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:QKBNOQO2FFHQJ7XB3B3JMZR3IP","short_pith_number":"pith:QKBNOQO2","canonical_record":{"source":{"id":"2607.11560","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-07-13T13:42:48Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"2fdd6b020aef01a52f363f7c08738cfbbd0f2f06b747d060ef91df5a58f6bf8c","abstract_canon_sha256":"3bcb614ecca2091628333b0442c99c19886c26564db08b1083efebd128f2e802"},"schema_version":"1.0"},"canonical_sha256":"8282d741da294f04fee1d87696663b43e80c095144f72ea72f668f5f77719fb0","source":{"kind":"arxiv","id":"2607.11560","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.11560","created_at":"2026-07-14T02:22:11Z"},{"alias_kind":"arxiv_version","alias_value":"2607.11560v1","created_at":"2026-07-14T02:22:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.11560","created_at":"2026-07-14T02:22:11Z"},{"alias_kind":"pith_short_12","alias_value":"QKBNOQO2FFHQ","created_at":"2026-07-14T02:22:11Z"},{"alias_kind":"pith_short_16","alias_value":"QKBNOQO2FFHQJ7XB","created_at":"2026-07-14T02:22:11Z"},{"alias_kind":"pith_short_8","alias_value":"QKBNOQO2","created_at":"2026-07-14T02:22:11Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:QKBNOQO2FFHQJ7XB3B3JMZR3IP","target":"record","payload":{"canonical_record":{"source":{"id":"2607.11560","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-07-13T13:42:48Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"2fdd6b020aef01a52f363f7c08738cfbbd0f2f06b747d060ef91df5a58f6bf8c","abstract_canon_sha256":"3bcb614ecca2091628333b0442c99c19886c26564db08b1083efebd128f2e802"},"schema_version":"1.0"},"canonical_sha256":"8282d741da294f04fee1d87696663b43e80c095144f72ea72f668f5f77719fb0","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-14T02:22:11.967896Z","signature_b64":"Gv/hpjI84XT+weXq5HwikADJhy3Mn3R5Ql4GbO2k7qzArEeiptnXYWWQrcPytR81CHWkPIUQElgKrKWWJmEQAw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"8282d741da294f04fee1d87696663b43e80c095144f72ea72f668f5f77719fb0","last_reissued_at":"2026-07-14T02:22:11.967026Z","signature_status":"signed_v1","first_computed_at":"2026-07-14T02:22:11.967026Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2607.11560","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-14T02:22:11Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"4KIbUtV+faOrWqNazP9WK29JchWkH2hf6oeQFyg/FtLgoXqxkysKG7un6S/DMZHUuIsX47Bm7yB9it5DMqx3CA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-23T07:03:44.537178Z"},"content_sha256":"49c5edeaa743e04a4e0d7091cf0fafa3deefd2f7191650799388eedfe9505be9","schema_version":"1.0","event_id":"sha256:49c5edeaa743e04a4e0d7091cf0fafa3deefd2f7191650799388eedfe9505be9"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:QKBNOQO2FFHQJ7XB3B3JMZR3IP","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Technical Report on the CVPR 2026@AdvML Workshop Challenge","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CV","authors_text":"Aishan Liu, Alan Yuille, Bin Wang, Chengzhi Sun, Dacheng Tao, Dawn Song, Hainan Li, Hanyang Meng, Hanyu Fang, Haotong Qin, Jiakai Wang, Jiangfan Liu, Jing Nie, Jingyi Xu, Jin Hu, Julia Karbing, Junhua Liu, Juntao Dai, Ke Ma, Lei Chen, Ligong Zhang, Menghe Zheng, Philip H. S. Torr, Qianqian Xu, Qingming Huang, Rui Ding, Ruikai Li, Shao Jing, Shuai Gui, Tianyuan Zhang, Vishal M. Patel, Xia Hu, Xianglong Kong, Xianglong Liu, Xiang Zhang, Xiaohai Xu, Xiaoliang Liu, Xinyun Chen, Yinpeng Dong, Yisong Xiao, Yongkang Zhang, Yongxuan Zhu, Yuanbo Li, Zeyang Zhang, Zhenfei Yin, Zheng Wang, Zhilei Zhu, Zhirui Zhang, Zonghao Ying, Zonglei Jing","submitted_at":"2026-07-13T13:42:48Z","abstract_excerpt":"Vision-language agents (VLAs) are increasingly used to interpret complex driving scenes and support safety-critical reasoning. This report presents the CVPR 2026@AdvML Workshop Challenge on adversarial multimodal attacks against autonomous-driving VLAs. Built on DriveLM-style multi-view visual question answering, the challenge represents each scene with six synchronized camera images and a structured collection of driving-related question-answer pairs. Participants generate adversarial images and suffix-only textual perturbations that induce model responses to deviate from reference answers wh"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.11560","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/2607.11560/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":"2026-07-14T02:22:11Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"UBcLUObn1MpTMls9XCk/Ic9QFkBBqOiyTw9qf4UqwwXfi6qI/LOCpVGgj6gpOxbUQ8GR2I7t4Z7F75xQqljGDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-23T07:03:44.537593Z"},"content_sha256":"2efc0febafaf14f610420dcb94713b9ec3ff622bc0531dfc05a2f791d5dae74c","schema_version":"1.0","event_id":"sha256:2efc0febafaf14f610420dcb94713b9ec3ff622bc0531dfc05a2f791d5dae74c"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/QKBNOQO2FFHQJ7XB3B3JMZR3IP/bundle.json","state_url":"https://pith.science/pith/QKBNOQO2FFHQJ7XB3B3JMZR3IP/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/QKBNOQO2FFHQJ7XB3B3JMZR3IP/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":"2026-07-23T07:03:44Z","links":{"resolver":"https://pith.science/pith/QKBNOQO2FFHQJ7XB3B3JMZR3IP","bundle":"https://pith.science/pith/QKBNOQO2FFHQJ7XB3B3JMZR3IP/bundle.json","state":"https://pith.science/pith/QKBNOQO2FFHQJ7XB3B3JMZR3IP/state.json","well_known_bundle":"https://pith.science/.well-known/pith/QKBNOQO2FFHQJ7XB3B3JMZR3IP/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:QKBNOQO2FFHQJ7XB3B3JMZR3IP","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":"3bcb614ecca2091628333b0442c99c19886c26564db08b1083efebd128f2e802","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-07-13T13:42:48Z","title_canon_sha256":"2fdd6b020aef01a52f363f7c08738cfbbd0f2f06b747d060ef91df5a58f6bf8c"},"schema_version":"1.0","source":{"id":"2607.11560","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.11560","created_at":"2026-07-14T02:22:11Z"},{"alias_kind":"arxiv_version","alias_value":"2607.11560v1","created_at":"2026-07-14T02:22:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.11560","created_at":"2026-07-14T02:22:11Z"},{"alias_kind":"pith_short_12","alias_value":"QKBNOQO2FFHQ","created_at":"2026-07-14T02:22:11Z"},{"alias_kind":"pith_short_16","alias_value":"QKBNOQO2FFHQJ7XB","created_at":"2026-07-14T02:22:11Z"},{"alias_kind":"pith_short_8","alias_value":"QKBNOQO2","created_at":"2026-07-14T02:22:11Z"}],"graph_snapshots":[{"event_id":"sha256:2efc0febafaf14f610420dcb94713b9ec3ff622bc0531dfc05a2f791d5dae74c","target":"graph","created_at":"2026-07-14T02:22:11Z","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/2607.11560/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Vision-language agents (VLAs) are increasingly used to interpret complex driving scenes and support safety-critical reasoning. This report presents the CVPR 2026@AdvML Workshop Challenge on adversarial multimodal attacks against autonomous-driving VLAs. Built on DriveLM-style multi-view visual question answering, the challenge represents each scene with six synchronized camera images and a structured collection of driving-related question-answer pairs. Participants generate adversarial images and suffix-only textual perturbations that induce model responses to deviate from reference answers wh","authors_text":"Aishan Liu, Alan Yuille, Bin Wang, Chengzhi Sun, Dacheng Tao, Dawn Song, Hainan Li, Hanyang Meng, Hanyu Fang, Haotong Qin, Jiakai Wang, Jiangfan Liu, Jing Nie, Jingyi Xu, Jin Hu, Julia Karbing, Junhua Liu, Juntao Dai, Ke Ma, Lei Chen, Ligong Zhang, Menghe Zheng, Philip H. S. Torr, Qianqian Xu, Qingming Huang, Rui Ding, Ruikai Li, Shao Jing, Shuai Gui, Tianyuan Zhang, Vishal M. Patel, Xia Hu, Xianglong Kong, Xianglong Liu, Xiang Zhang, Xiaohai Xu, Xiaoliang Liu, Xinyun Chen, Yinpeng Dong, Yisong Xiao, Yongkang Zhang, Yongxuan Zhu, Yuanbo Li, Zeyang Zhang, Zhenfei Yin, Zheng Wang, Zhilei Zhu, Zhirui Zhang, Zonghao Ying, Zonglei Jing","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-07-13T13:42:48Z","title":"Technical Report on the CVPR 2026@AdvML Workshop Challenge"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.11560","kind":"arxiv","version":1},"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":"sha256:49c5edeaa743e04a4e0d7091cf0fafa3deefd2f7191650799388eedfe9505be9","target":"record","created_at":"2026-07-14T02:22:11Z","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":"3bcb614ecca2091628333b0442c99c19886c26564db08b1083efebd128f2e802","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-07-13T13:42:48Z","title_canon_sha256":"2fdd6b020aef01a52f363f7c08738cfbbd0f2f06b747d060ef91df5a58f6bf8c"},"schema_version":"1.0","source":{"id":"2607.11560","kind":"arxiv","version":1}},"canonical_sha256":"8282d741da294f04fee1d87696663b43e80c095144f72ea72f668f5f77719fb0","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8282d741da294f04fee1d87696663b43e80c095144f72ea72f668f5f77719fb0","first_computed_at":"2026-07-14T02:22:11.967026Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-14T02:22:11.967026Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Gv/hpjI84XT+weXq5HwikADJhy3Mn3R5Ql4GbO2k7qzArEeiptnXYWWQrcPytR81CHWkPIUQElgKrKWWJmEQAw==","signature_status":"signed_v1","signed_at":"2026-07-14T02:22:11.967896Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.11560","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:49c5edeaa743e04a4e0d7091cf0fafa3deefd2f7191650799388eedfe9505be9","sha256:2efc0febafaf14f610420dcb94713b9ec3ff622bc0531dfc05a2f791d5dae74c"],"state_sha256":"b6fddfa6b54d110ff1167811e32073ee1f84b01f10eb6cb102b0a0bd81fceab7"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"7ZxDSlc/SZvCHg5QoMVUMyoFvMPw/Uqy5O/TcoSIme9gAdFHOwJ2FCQPMgYAfUvXVCZIVs1zl7AS2dwRqILPAg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-23T07:03:44.539857Z","bundle_sha256":"6ec719641c7f613ac4a1541e534956eb9bbc1853173cb0f69a4dd1c04fe13e89"}}