{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:EPCGVLPVRUW2NEVQ5RIJZJ3BXG","merge_version":"pith-open-graph-merge-v1","event_count":3,"valid_event_count":3,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"416c40be9cc1988ce3ae4d8e624be3eed3a249bff8859c8a467838afd4bf2a91","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-07-15T13:08:19Z","title_canon_sha256":"0523b8713c6c6d9994987bf53fe862167b85160429b2c6b9488e9e1c78ebc04d"},"schema_version":"1.0","source":{"id":"2607.13801","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.13801","created_at":"2026-07-16T01:23:07Z"},{"alias_kind":"arxiv_version","alias_value":"2607.13801v1","created_at":"2026-07-16T01:23:07Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.13801","created_at":"2026-07-16T01:23:07Z"},{"alias_kind":"pith_short_12","alias_value":"EPCGVLPVRUW2","created_at":"2026-07-16T01:23:07Z"},{"alias_kind":"pith_short_16","alias_value":"EPCGVLPVRUW2NEVQ","created_at":"2026-07-16T01:23:07Z"},{"alias_kind":"pith_short_8","alias_value":"EPCGVLPV","created_at":"2026-07-16T01:23:07Z"}],"graph_snapshots":[{"event_id":"sha256:bdb680d0af45e2919dc47f73f756644a695fcfdfb56b35a8cb2fc9125de9f180","target":"graph","created_at":"2026-07-16T01:23:07Z","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/2607.13801/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large language model (LLM)-based intrusion detection systems (IDS) are increasingly studied for security monitoring, yet their robustness against feasible traffic manipulation remains largely empirical. We present Traffic-Aware Randomized Smoothing (TA-RS), a classifier-agnostic certified defense that injects Gaussian noise exclusively into the directly controllable (DC) subspace -- features a remote attacker can modify -- during both fine-tuning and certification, aligning the smoothing distribution with the attacker-controllable subspace. We identify a critical prerequisite: applying standar","authors_text":"Zhenpeng Li","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-07-15T13:08:19Z","title":"Traffic-Aware Randomized Smoothing for LLM-Based Network Intrusion Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.13801","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":"sha256:5fd26f7457aaeb18990d131eca6c2f85d5d5b970343f04c31d8aca445d5c8917","target":"record","created_at":"2026-07-16T01:23:07Z","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":"416c40be9cc1988ce3ae4d8e624be3eed3a249bff8859c8a467838afd4bf2a91","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-07-15T13:08:19Z","title_canon_sha256":"0523b8713c6c6d9994987bf53fe862167b85160429b2c6b9488e9e1c78ebc04d"},"schema_version":"1.0","source":{"id":"2607.13801","kind":"arxiv","version":1}},"canonical_sha256":"23c46aadf58d2da692b0ec509ca761b9b8eb0fde8853e2575ff0ea7f1b4059f6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"23c46aadf58d2da692b0ec509ca761b9b8eb0fde8853e2575ff0ea7f1b4059f6","first_computed_at":"2026-07-16T01:23:07.133986Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-16T01:23:07.133986Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"710KhA4vgvulZLD7uF0s+GuirYM1tJim03QKY8PCeG+I70uGt727onD/UQyVfr433S2TMUjlphAaLbzkbZ83Bg==","signature_status":"signed_v1","signed_at":"2026-07-16T01:23:07.134798Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.13801","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5fd26f7457aaeb18990d131eca6c2f85d5d5b970343f04c31d8aca445d5c8917","sha256:bdb680d0af45e2919dc47f73f756644a695fcfdfb56b35a8cb2fc9125de9f180","sha256:c3f4690359809c22426422fd673ccf4056721b922a8c66c4ee7aee1365e97dff"],"state_sha256":"e139522b6c6a2bf48638b8d0d09c641319c28a109ee3fba5fc355c8ef1a1a018"}