{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:FTS3DK6TYDXDA5AKG7H2A2GOST","short_pith_number":"pith:FTS3DK6T","canonical_record":{"source":{"id":"2507.03816","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-07-04T21:32:24Z","cross_cats_sorted":[],"title_canon_sha256":"05eb164423622a55578e70a95913de956acfb168751c36642dc988d54d620274","abstract_canon_sha256":"f04d23abcdf3dee5b367c4d55655585831c9130f2e4de5b78ca5a2ad1fec1174"},"schema_version":"1.0"},"canonical_sha256":"2ce5b1abd3c0ee30740a37cfa068ce94f3c89b4d49c2bcc71ec9897e4c04950c","source":{"kind":"arxiv","id":"2507.03816","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.03816","created_at":"2026-07-05T11:32:34Z"},{"alias_kind":"arxiv_version","alias_value":"2507.03816v1","created_at":"2026-07-05T11:32:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.03816","created_at":"2026-07-05T11:32:34Z"},{"alias_kind":"pith_short_12","alias_value":"FTS3DK6TYDXD","created_at":"2026-07-05T11:32:34Z"},{"alias_kind":"pith_short_16","alias_value":"FTS3DK6TYDXDA5AK","created_at":"2026-07-05T11:32:34Z"},{"alias_kind":"pith_short_8","alias_value":"FTS3DK6T","created_at":"2026-07-05T11:32:34Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:FTS3DK6TYDXDA5AKG7H2A2GOST","target":"record","payload":{"canonical_record":{"source":{"id":"2507.03816","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-07-04T21:32:24Z","cross_cats_sorted":[],"title_canon_sha256":"05eb164423622a55578e70a95913de956acfb168751c36642dc988d54d620274","abstract_canon_sha256":"f04d23abcdf3dee5b367c4d55655585831c9130f2e4de5b78ca5a2ad1fec1174"},"schema_version":"1.0"},"canonical_sha256":"2ce5b1abd3c0ee30740a37cfa068ce94f3c89b4d49c2bcc71ec9897e4c04950c","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:32:34.794824Z","signature_b64":"f1mCAU+CoWuI40wFX3cRWr7HLyzo85Kiy4/2X0xpRIRnRHyaOKq+ws0JvDCMpg9YZQ2MCwMM5nyORnXo1QhYCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2ce5b1abd3c0ee30740a37cfa068ce94f3c89b4d49c2bcc71ec9897e4c04950c","last_reissued_at":"2026-07-05T11:32:34.794362Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:32:34.794362Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2507.03816","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":"2026-07-05T11:32:34Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Q00/SqXd/vYvrmTpJxqanY0wOw+uKwotBmNTL4mRepdoKYeXTjd8akGhrUfdKlnLdIshccmzCcugzFZ/qXK9Bw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T13:02:57.435277Z"},"content_sha256":"b208504d015f26a140e71de1cf81f0afd0b3b94187e771fecb83b44ace81995b","schema_version":"1.0","event_id":"sha256:b208504d015f26a140e71de1cf81f0afd0b3b94187e771fecb83b44ace81995b"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:FTS3DK6TYDXDA5AKG7H2A2GOST","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Zero Memory Overhead Approach for Protecting Vision Transformer Parameters","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Arezoo Baradaran, Azadeh Baradaran, Fereshteh Baradaran, Mohsen Raji, Reihaneh Akbarifard","submitted_at":"2025-07-04T21:32:24Z","abstract_excerpt":"Vision Transformers (ViTs) have demonstrated superior performance over Convolutional Neural Networks (CNNs) in various vision-related tasks such as classification, object detection, and segmentation due to their use of self-attention mechanisms. As ViTs become more popular in safety-critical applications like autonomous driving, ensuring their correct functionality becomes essential, especially in the presence of bit-flip faults in their parameters stored in memory. In this paper, a fault tolerance technique is introduced to protect ViT parameters against bit-flip faults with zero memory overh"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.03816","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/2507.03816/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":"2026-07-05T11:32:34Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"V4tIwU/TnP/2uqK/NM8tuQkvZUpNo8FTKbJFqOdK4sWA3oN2qyA6GL9BfD7s9c/FJF1j/AlEflYMahND501eDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T13:02:57.435811Z"},"content_sha256":"ea167bfac461e3d0b37d5274da7ee67177b0476f10c212f0ce589c98a57e1993","schema_version":"1.0","event_id":"sha256:ea167bfac461e3d0b37d5274da7ee67177b0476f10c212f0ce589c98a57e1993"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/FTS3DK6TYDXDA5AKG7H2A2GOST/bundle.json","state_url":"https://pith.science/pith/FTS3DK6TYDXDA5AKG7H2A2GOST/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/FTS3DK6TYDXDA5AKG7H2A2GOST/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":"2026-08-09T13:02:57Z","links":{"resolver":"https://pith.science/pith/FTS3DK6TYDXDA5AKG7H2A2GOST","bundle":"https://pith.science/pith/FTS3DK6TYDXDA5AKG7H2A2GOST/bundle.json","state":"https://pith.science/pith/FTS3DK6TYDXDA5AKG7H2A2GOST/state.json","well_known_bundle":"https://pith.science/.well-known/pith/FTS3DK6TYDXDA5AKG7H2A2GOST/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:FTS3DK6TYDXDA5AKG7H2A2GOST","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":"f04d23abcdf3dee5b367c4d55655585831c9130f2e4de5b78ca5a2ad1fec1174","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-07-04T21:32:24Z","title_canon_sha256":"05eb164423622a55578e70a95913de956acfb168751c36642dc988d54d620274"},"schema_version":"1.0","source":{"id":"2507.03816","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.03816","created_at":"2026-07-05T11:32:34Z"},{"alias_kind":"arxiv_version","alias_value":"2507.03816v1","created_at":"2026-07-05T11:32:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.03816","created_at":"2026-07-05T11:32:34Z"},{"alias_kind":"pith_short_12","alias_value":"FTS3DK6TYDXD","created_at":"2026-07-05T11:32:34Z"},{"alias_kind":"pith_short_16","alias_value":"FTS3DK6TYDXDA5AK","created_at":"2026-07-05T11:32:34Z"},{"alias_kind":"pith_short_8","alias_value":"FTS3DK6T","created_at":"2026-07-05T11:32:34Z"}],"graph_snapshots":[{"event_id":"sha256:ea167bfac461e3d0b37d5274da7ee67177b0476f10c212f0ce589c98a57e1993","target":"graph","created_at":"2026-07-05T11:32:34Z","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/2507.03816/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Vision Transformers (ViTs) have demonstrated superior performance over Convolutional Neural Networks (CNNs) in various vision-related tasks such as classification, object detection, and segmentation due to their use of self-attention mechanisms. As ViTs become more popular in safety-critical applications like autonomous driving, ensuring their correct functionality becomes essential, especially in the presence of bit-flip faults in their parameters stored in memory. In this paper, a fault tolerance technique is introduced to protect ViT parameters against bit-flip faults with zero memory overh","authors_text":"Arezoo Baradaran, Azadeh Baradaran, Fereshteh Baradaran, Mohsen Raji, Reihaneh Akbarifard","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-07-04T21:32:24Z","title":"Zero Memory Overhead Approach for Protecting Vision Transformer Parameters"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.03816","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:b208504d015f26a140e71de1cf81f0afd0b3b94187e771fecb83b44ace81995b","target":"record","created_at":"2026-07-05T11:32:34Z","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":"f04d23abcdf3dee5b367c4d55655585831c9130f2e4de5b78ca5a2ad1fec1174","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-07-04T21:32:24Z","title_canon_sha256":"05eb164423622a55578e70a95913de956acfb168751c36642dc988d54d620274"},"schema_version":"1.0","source":{"id":"2507.03816","kind":"arxiv","version":1}},"canonical_sha256":"2ce5b1abd3c0ee30740a37cfa068ce94f3c89b4d49c2bcc71ec9897e4c04950c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2ce5b1abd3c0ee30740a37cfa068ce94f3c89b4d49c2bcc71ec9897e4c04950c","first_computed_at":"2026-07-05T11:32:34.794362Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:32:34.794362Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"f1mCAU+CoWuI40wFX3cRWr7HLyzo85Kiy4/2X0xpRIRnRHyaOKq+ws0JvDCMpg9YZQ2MCwMM5nyORnXo1QhYCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:32:34.794824Z","signed_message":"canonical_sha256_bytes"},"source_id":"2507.03816","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b208504d015f26a140e71de1cf81f0afd0b3b94187e771fecb83b44ace81995b","sha256:ea167bfac461e3d0b37d5274da7ee67177b0476f10c212f0ce589c98a57e1993"],"state_sha256":"ff9240d5bfa6b4dd923bfbc42b9ed6fbd03311365ec9ddfed20b1fd28213a678"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"XMNXb8c3gJtlyFEox5+WsXA0bGK61Gz9ixM/oiSVTJlwr0RF+auLc6ZiabLXe2tvuHaE/ILVNzhs0e1bIDUXBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-09T13:02:57.441692Z","bundle_sha256":"4f38aacfc5fd4670365713825296fb6433c12569392c48b904baf35fcb56a880"}}