{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2020:YUZNHOBHQR6J3O4V4XRK4SFOSQ","short_pith_number":"pith:YUZNHOBH","canonical_record":{"source":{"id":"2012.15183","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2020-12-30T15:05:53Z","cross_cats_sorted":[],"title_canon_sha256":"f3e1448b1f663e8b60110eb04fe6d2e2bd6baeaca5608630759f4c23428c0a69","abstract_canon_sha256":"0b897f4fe7ac05e61a42de2fb01e3fd99e7e26ee8140bb7fdbe6f179bea98d7c"},"schema_version":"1.0"},"canonical_sha256":"c532d3b827847c9dbb95e5e2ae48ae943b588588b4a77b73457369460af1a5a7","source":{"kind":"arxiv","id":"2012.15183","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2012.15183","created_at":"2026-07-05T02:03:05Z"},{"alias_kind":"arxiv_version","alias_value":"2012.15183v1","created_at":"2026-07-05T02:03:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2012.15183","created_at":"2026-07-05T02:03:05Z"},{"alias_kind":"pith_short_12","alias_value":"YUZNHOBHQR6J","created_at":"2026-07-05T02:03:05Z"},{"alias_kind":"pith_short_16","alias_value":"YUZNHOBHQR6J3O4V","created_at":"2026-07-05T02:03:05Z"},{"alias_kind":"pith_short_8","alias_value":"YUZNHOBH","created_at":"2026-07-05T02:03:05Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2020:YUZNHOBHQR6J3O4V4XRK4SFOSQ","target":"record","payload":{"canonical_record":{"source":{"id":"2012.15183","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2020-12-30T15:05:53Z","cross_cats_sorted":[],"title_canon_sha256":"f3e1448b1f663e8b60110eb04fe6d2e2bd6baeaca5608630759f4c23428c0a69","abstract_canon_sha256":"0b897f4fe7ac05e61a42de2fb01e3fd99e7e26ee8140bb7fdbe6f179bea98d7c"},"schema_version":"1.0"},"canonical_sha256":"c532d3b827847c9dbb95e5e2ae48ae943b588588b4a77b73457369460af1a5a7","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T02:03:05.543201Z","signature_b64":"NajcJb5SxeypaHSCM6Zjspl3wlEOJk24aAplVYQX3892FvrG5TwSUXAOqq+Qv8eE11qdat8hvf4uOzuF2qdACA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"c532d3b827847c9dbb95e5e2ae48ae943b588588b4a77b73457369460af1a5a7","last_reissued_at":"2026-07-05T02:03:05.542759Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T02:03:05.542759Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2012.15183","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":"2026-07-05T02:03:05Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"TMTVJp7eMkdeNQ/9K/ua2xAiN/xtSq00gtIB/zBXik9a9y9+z8KP93kwAQN45yCMbQqXRrdNP4hHvryrRzfLCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T11:10:18.951845Z"},"content_sha256":"5b5e559a8205ecbef86cf661cd670d9d390b7dd00d48f37089c3d60d8829f605","schema_version":"1.0","event_id":"sha256:5b5e559a8205ecbef86cf661cd670d9d390b7dd00d48f37089c3d60d8829f605"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2020:YUZNHOBHQR6J3O4V4XRK4SFOSQ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Temporally-Transferable Perturbations: Efficient, One-Shot Adversarial Attacks for Online Visual Object Trackers","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Krishna Kanth Nakka, Mathieu Salzmann","submitted_at":"2020-12-30T15:05:53Z","abstract_excerpt":"In recent years, the trackers based on Siamese networks have emerged as highly effective and efficient for visual object tracking (VOT). While these methods were shown to be vulnerable to adversarial attacks, as most deep networks for visual recognition tasks, the existing attacks for VOT trackers all require perturbing the search region of every input frame to be effective, which comes at a non-negligible cost, considering that VOT is a real-time task. In this paper, we propose a framework to generate a single temporally transferable adversarial perturbation from the object template image onl"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2012.15183","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/2012.15183/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":"2026-07-05T02:03:05Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"wFYb/y239IG9yJpdwJH/6BRTe7f3gOMoVu8MiNme3TyxWoWzYpcALk3ibjzd5vx7r8nlw477XMJ1wdMjyF/DAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T11:10:18.952217Z"},"content_sha256":"c79b32f765d19cf50990f8b27d10746d92750558c4aa68ebeded9cc1c2658a74","schema_version":"1.0","event_id":"sha256:c79b32f765d19cf50990f8b27d10746d92750558c4aa68ebeded9cc1c2658a74"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/YUZNHOBHQR6J3O4V4XRK4SFOSQ/bundle.json","state_url":"https://pith.science/pith/YUZNHOBHQR6J3O4V4XRK4SFOSQ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/YUZNHOBHQR6J3O4V4XRK4SFOSQ/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":"2026-07-07T11:10:18Z","links":{"resolver":"https://pith.science/pith/YUZNHOBHQR6J3O4V4XRK4SFOSQ","bundle":"https://pith.science/pith/YUZNHOBHQR6J3O4V4XRK4SFOSQ/bundle.json","state":"https://pith.science/pith/YUZNHOBHQR6J3O4V4XRK4SFOSQ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/YUZNHOBHQR6J3O4V4XRK4SFOSQ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:YUZNHOBHQR6J3O4V4XRK4SFOSQ","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":"0b897f4fe7ac05e61a42de2fb01e3fd99e7e26ee8140bb7fdbe6f179bea98d7c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2020-12-30T15:05:53Z","title_canon_sha256":"f3e1448b1f663e8b60110eb04fe6d2e2bd6baeaca5608630759f4c23428c0a69"},"schema_version":"1.0","source":{"id":"2012.15183","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2012.15183","created_at":"2026-07-05T02:03:05Z"},{"alias_kind":"arxiv_version","alias_value":"2012.15183v1","created_at":"2026-07-05T02:03:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2012.15183","created_at":"2026-07-05T02:03:05Z"},{"alias_kind":"pith_short_12","alias_value":"YUZNHOBHQR6J","created_at":"2026-07-05T02:03:05Z"},{"alias_kind":"pith_short_16","alias_value":"YUZNHOBHQR6J3O4V","created_at":"2026-07-05T02:03:05Z"},{"alias_kind":"pith_short_8","alias_value":"YUZNHOBH","created_at":"2026-07-05T02:03:05Z"}],"graph_snapshots":[{"event_id":"sha256:c79b32f765d19cf50990f8b27d10746d92750558c4aa68ebeded9cc1c2658a74","target":"graph","created_at":"2026-07-05T02:03:05Z","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/2012.15183/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In recent years, the trackers based on Siamese networks have emerged as highly effective and efficient for visual object tracking (VOT). While these methods were shown to be vulnerable to adversarial attacks, as most deep networks for visual recognition tasks, the existing attacks for VOT trackers all require perturbing the search region of every input frame to be effective, which comes at a non-negligible cost, considering that VOT is a real-time task. In this paper, we propose a framework to generate a single temporally transferable adversarial perturbation from the object template image onl","authors_text":"Krishna Kanth Nakka, Mathieu Salzmann","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2020-12-30T15:05:53Z","title":"Temporally-Transferable Perturbations: Efficient, One-Shot Adversarial Attacks for Online Visual Object Trackers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2012.15183","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":"sha256:5b5e559a8205ecbef86cf661cd670d9d390b7dd00d48f37089c3d60d8829f605","target":"record","created_at":"2026-07-05T02:03:05Z","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":"0b897f4fe7ac05e61a42de2fb01e3fd99e7e26ee8140bb7fdbe6f179bea98d7c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2020-12-30T15:05:53Z","title_canon_sha256":"f3e1448b1f663e8b60110eb04fe6d2e2bd6baeaca5608630759f4c23428c0a69"},"schema_version":"1.0","source":{"id":"2012.15183","kind":"arxiv","version":1}},"canonical_sha256":"c532d3b827847c9dbb95e5e2ae48ae943b588588b4a77b73457369460af1a5a7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c532d3b827847c9dbb95e5e2ae48ae943b588588b4a77b73457369460af1a5a7","first_computed_at":"2026-07-05T02:03:05.542759Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:03:05.542759Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"NajcJb5SxeypaHSCM6Zjspl3wlEOJk24aAplVYQX3892FvrG5TwSUXAOqq+Qv8eE11qdat8hvf4uOzuF2qdACA==","signature_status":"signed_v1","signed_at":"2026-07-05T02:03:05.543201Z","signed_message":"canonical_sha256_bytes"},"source_id":"2012.15183","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5b5e559a8205ecbef86cf661cd670d9d390b7dd00d48f37089c3d60d8829f605","sha256:c79b32f765d19cf50990f8b27d10746d92750558c4aa68ebeded9cc1c2658a74"],"state_sha256":"73464711b4aba1232bb17519221f5c0664aee3839f384ea3ca4d2e1128c6a363"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"qbhaJSgdS2PLLJzg3DXeXttxKnC3E+78V3mgbMY8OvTdUR1xV8iBiWxJM6iVSfZfmmi29Sx1+2oAGIA1iS1ACw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-07T11:10:18.954120Z","bundle_sha256":"4007a4ea1df108b4fb632bda29868c74978a0d0c85e72ade500ccaa4904b2241"}}