{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2021:KIJ7P4BQA2RW7OPFXCNCFIXAWC","short_pith_number":"pith:KIJ7P4BQ","canonical_record":{"source":{"id":"2106.03734","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2021-06-07T15:59:49Z","cross_cats_sorted":[],"title_canon_sha256":"4841e169e64837160072d4ebdf604bf9ef2caf9ea8edd787a6bbac1530db15ca","abstract_canon_sha256":"0b17a574096ccbe8541fcc2ea8ee3523360133ad48286f69cf549f4368c9aa7a"},"schema_version":"1.0"},"canonical_sha256":"5213f7f03006a36fb9e5b89a22a2e0b0af05f28f08af201877b0fdef8bbf0f15","source":{"kind":"arxiv","id":"2106.03734","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2106.03734","created_at":"2026-07-05T03:15:34Z"},{"alias_kind":"arxiv_version","alias_value":"2106.03734v2","created_at":"2026-07-05T03:15:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2106.03734","created_at":"2026-07-05T03:15:34Z"},{"alias_kind":"pith_short_12","alias_value":"KIJ7P4BQA2RW","created_at":"2026-07-05T03:15:34Z"},{"alias_kind":"pith_short_16","alias_value":"KIJ7P4BQA2RW7OPF","created_at":"2026-07-05T03:15:34Z"},{"alias_kind":"pith_short_8","alias_value":"KIJ7P4BQ","created_at":"2026-07-05T03:15:34Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2021:KIJ7P4BQA2RW7OPFXCNCFIXAWC","target":"record","payload":{"canonical_record":{"source":{"id":"2106.03734","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2021-06-07T15:59:49Z","cross_cats_sorted":[],"title_canon_sha256":"4841e169e64837160072d4ebdf604bf9ef2caf9ea8edd787a6bbac1530db15ca","abstract_canon_sha256":"0b17a574096ccbe8541fcc2ea8ee3523360133ad48286f69cf549f4368c9aa7a"},"schema_version":"1.0"},"canonical_sha256":"5213f7f03006a36fb9e5b89a22a2e0b0af05f28f08af201877b0fdef8bbf0f15","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T03:15:34.535142Z","signature_b64":"/nUbiIWEoiZ42TMmuSlp8LmdMRD2FKJDnVsJUM0Ax4kJdVILnSzAgjSh/AOi68+Mk+aPhMcpOwKY8+2/bV0aCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"5213f7f03006a36fb9e5b89a22a2e0b0af05f28f08af201877b0fdef8bbf0f15","last_reissued_at":"2026-07-05T03:15:34.534712Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T03:15:34.534712Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2106.03734","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":"2026-07-05T03:15:34Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"pIBBzMz9LT4zFkiBCRP+HmR+pqgK6kSPBgLb37lWDTqRWmozHoqWOvqpU0Z/+P8mITyMH7k8ryGN00u1XNXkAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T16:52:30.132750Z"},"content_sha256":"d856ef08ba6b13086323f7938de07b3ed13ca9a2be303995b35a7ca141572858","schema_version":"1.0","event_id":"sha256:d856ef08ba6b13086323f7938de07b3ed13ca9a2be303995b35a7ca141572858"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2021:KIJ7P4BQA2RW7OPFXCNCFIXAWC","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Reveal of Vision Transformers Robustness against Adversarial Attacks","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Ahmed Aldahdooh, Olivier Deforges, Wassim Hamidouche","submitted_at":"2021-06-07T15:59:49Z","abstract_excerpt":"The major part of the vanilla vision transformer (ViT) is the attention block that brings the power of mimicking the global context of the input image. For better performance, ViT needs large-scale training data. To overcome this data hunger limitation, many ViT-based networks, or hybrid-ViT, have been proposed to include local context during the training. The robustness of ViTs and its variants against adversarial attacks has not been widely investigated in the literature like CNNs. This work studies the robustness of ViT variants 1) against different Lp-based adversarial attacks in compariso"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2106.03734","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/2106.03734/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":"2026-07-05T03:15:34Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"jPfQB7kUmeiJNy7JoQsq37yLmaPUgtXiBChlV/9xvJWymziW5gkuj+InY6m+vDKsz+feuGa5xkCDNSTOyp9JCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-04T16:52:30.133250Z"},"content_sha256":"96b98600e33ca5c7c3de965b8a0fb58682cc69cabe42e2bdb1de8ec5c79020c6","schema_version":"1.0","event_id":"sha256:96b98600e33ca5c7c3de965b8a0fb58682cc69cabe42e2bdb1de8ec5c79020c6"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/KIJ7P4BQA2RW7OPFXCNCFIXAWC/bundle.json","state_url":"https://pith.science/pith/KIJ7P4BQA2RW7OPFXCNCFIXAWC/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/KIJ7P4BQA2RW7OPFXCNCFIXAWC/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":"2026-08-04T16:52:30Z","links":{"resolver":"https://pith.science/pith/KIJ7P4BQA2RW7OPFXCNCFIXAWC","bundle":"https://pith.science/pith/KIJ7P4BQA2RW7OPFXCNCFIXAWC/bundle.json","state":"https://pith.science/pith/KIJ7P4BQA2RW7OPFXCNCFIXAWC/state.json","well_known_bundle":"https://pith.science/.well-known/pith/KIJ7P4BQA2RW7OPFXCNCFIXAWC/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:KIJ7P4BQA2RW7OPFXCNCFIXAWC","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":"0b17a574096ccbe8541fcc2ea8ee3523360133ad48286f69cf549f4368c9aa7a","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2021-06-07T15:59:49Z","title_canon_sha256":"4841e169e64837160072d4ebdf604bf9ef2caf9ea8edd787a6bbac1530db15ca"},"schema_version":"1.0","source":{"id":"2106.03734","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2106.03734","created_at":"2026-07-05T03:15:34Z"},{"alias_kind":"arxiv_version","alias_value":"2106.03734v2","created_at":"2026-07-05T03:15:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2106.03734","created_at":"2026-07-05T03:15:34Z"},{"alias_kind":"pith_short_12","alias_value":"KIJ7P4BQA2RW","created_at":"2026-07-05T03:15:34Z"},{"alias_kind":"pith_short_16","alias_value":"KIJ7P4BQA2RW7OPF","created_at":"2026-07-05T03:15:34Z"},{"alias_kind":"pith_short_8","alias_value":"KIJ7P4BQ","created_at":"2026-07-05T03:15:34Z"}],"graph_snapshots":[{"event_id":"sha256:96b98600e33ca5c7c3de965b8a0fb58682cc69cabe42e2bdb1de8ec5c79020c6","target":"graph","created_at":"2026-07-05T03:15:34Z","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/2106.03734/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The major part of the vanilla vision transformer (ViT) is the attention block that brings the power of mimicking the global context of the input image. For better performance, ViT needs large-scale training data. To overcome this data hunger limitation, many ViT-based networks, or hybrid-ViT, have been proposed to include local context during the training. The robustness of ViTs and its variants against adversarial attacks has not been widely investigated in the literature like CNNs. This work studies the robustness of ViT variants 1) against different Lp-based adversarial attacks in compariso","authors_text":"Ahmed Aldahdooh, Olivier Deforges, Wassim Hamidouche","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2021-06-07T15:59:49Z","title":"Reveal of Vision Transformers Robustness against Adversarial Attacks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2106.03734","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:d856ef08ba6b13086323f7938de07b3ed13ca9a2be303995b35a7ca141572858","target":"record","created_at":"2026-07-05T03:15:34Z","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":"0b17a574096ccbe8541fcc2ea8ee3523360133ad48286f69cf549f4368c9aa7a","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2021-06-07T15:59:49Z","title_canon_sha256":"4841e169e64837160072d4ebdf604bf9ef2caf9ea8edd787a6bbac1530db15ca"},"schema_version":"1.0","source":{"id":"2106.03734","kind":"arxiv","version":2}},"canonical_sha256":"5213f7f03006a36fb9e5b89a22a2e0b0af05f28f08af201877b0fdef8bbf0f15","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5213f7f03006a36fb9e5b89a22a2e0b0af05f28f08af201877b0fdef8bbf0f15","first_computed_at":"2026-07-05T03:15:34.534712Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:15:34.534712Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"/nUbiIWEoiZ42TMmuSlp8LmdMRD2FKJDnVsJUM0Ax4kJdVILnSzAgjSh/AOi68+Mk+aPhMcpOwKY8+2/bV0aCA==","signature_status":"signed_v1","signed_at":"2026-07-05T03:15:34.535142Z","signed_message":"canonical_sha256_bytes"},"source_id":"2106.03734","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d856ef08ba6b13086323f7938de07b3ed13ca9a2be303995b35a7ca141572858","sha256:96b98600e33ca5c7c3de965b8a0fb58682cc69cabe42e2bdb1de8ec5c79020c6"],"state_sha256":"ce8f47405215b33097ad242ae9c5834b85987375dcc60b3d19797f3d58b1c644"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"r/3lRUBoFF2d529QUf3/pLtrFvjIuo68Y7ryaBceLi/PX5PtHPkfrA+DcHeLCGAvnFvBXDYnb164fm9BrwJGBQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-04T16:52:30.140547Z","bundle_sha256":"dfac438820f3136471b9af09679cdc2b30a3b5354a437fa9eda046a9ea8ea171"}}