{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:L4WZKXAP4TGIZ7666IXRIFBU4L","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":"96515adf28777985657c29598fc9d39d7493e42229c5f67462844e1b94532ff2","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2025-04-09T16:32:13Z","title_canon_sha256":"53dac169d97bc1920b99f23f965f75b36ec61fa66eef73bbd08d331b03482fee"},"schema_version":"1.0","source":{"id":"2504.07015","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.07015","created_at":"2026-07-05T10:46:49Z"},{"alias_kind":"arxiv_version","alias_value":"2504.07015v1","created_at":"2026-07-05T10:46:49Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.07015","created_at":"2026-07-05T10:46:49Z"},{"alias_kind":"pith_short_12","alias_value":"L4WZKXAP4TGI","created_at":"2026-07-05T10:46:49Z"},{"alias_kind":"pith_short_16","alias_value":"L4WZKXAP4TGIZ766","created_at":"2026-07-05T10:46:49Z"},{"alias_kind":"pith_short_8","alias_value":"L4WZKXAP","created_at":"2026-07-05T10:46:49Z"}],"graph_snapshots":[{"event_id":"sha256:8e503848130f4a7af6015152f9e5f276ca3915085516e1c00809be6ee42994fc","target":"graph","created_at":"2026-07-05T10:46:49Z","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/2504.07015/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"As modern hardware designs grow in complexity and size, ensuring security across the confidentiality, integrity, and availability (CIA) triad becomes increasingly challenging. Information flow tracking (IFT) is a widely-used approach to tracing data propagation, identifying unauthorized activities that may compromise confidentiality or/and integrity in hardware. However, traditional IFT methods struggle with scalability and adaptability, particularly in high-density and interconnected architectures, leading to tracing bottlenecks that limit applicability in large-scale hardware. To address the","authors_text":"Hadi Kamali, Kimia Azar, Mohammad Akyash, Nowfel Mashnoor","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2025-04-09T16:32:13Z","title":"LLM-IFT: LLM-Powered Information Flow Tracking for Secure Hardware"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.07015","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":"sha256:4d2f180d54de68a9f00282695e12e510e0c241afaf8c91ed9655138de0204610","target":"record","created_at":"2026-07-05T10:46:49Z","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":"96515adf28777985657c29598fc9d39d7493e42229c5f67462844e1b94532ff2","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2025-04-09T16:32:13Z","title_canon_sha256":"53dac169d97bc1920b99f23f965f75b36ec61fa66eef73bbd08d331b03482fee"},"schema_version":"1.0","source":{"id":"2504.07015","kind":"arxiv","version":1}},"canonical_sha256":"5f2d955c0fe4cc8cffdef22f141434e2d736d5a0af79c957b7c036db5b2b384e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5f2d955c0fe4cc8cffdef22f141434e2d736d5a0af79c957b7c036db5b2b384e","first_computed_at":"2026-07-05T10:46:49.929145Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:46:49.929145Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"JO05lrH6oXY1Ylk1kpp8S6Ryogxq/x+jBtQr1XvGBpcu2AYBo6EAcneRpv/L0EWfBp9eq7H38W1N+EeebRONBg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:46:49.929732Z","signed_message":"canonical_sha256_bytes"},"source_id":"2504.07015","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4d2f180d54de68a9f00282695e12e510e0c241afaf8c91ed9655138de0204610","sha256:8e503848130f4a7af6015152f9e5f276ca3915085516e1c00809be6ee42994fc"],"state_sha256":"965e7e8f8acafa03694dc5a3079d73ae413f68990495ac71af7c7d5bd7a318a3"}