{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:GPBWI6EUEXSJ5ZZ5G2IHWFSAZ7","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":"45f449b56910a8d5fd3ecce33df35d525a84d639792cf6155f2512c944cb8ef9","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-09-03T15:22:41Z","title_canon_sha256":"e70d59bd853945f070f64f79b8542adf494ea884783c1327dd5808d80b04fa10"},"schema_version":"1.0","source":{"id":"2409.01980","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2409.01980","created_at":"2026-07-05T10:14:23Z"},{"alias_kind":"arxiv_version","alias_value":"2409.01980v3","created_at":"2026-07-05T10:14:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.01980","created_at":"2026-07-05T10:14:23Z"},{"alias_kind":"pith_short_12","alias_value":"GPBWI6EUEXSJ","created_at":"2026-07-05T10:14:23Z"},{"alias_kind":"pith_short_16","alias_value":"GPBWI6EUEXSJ5ZZ5","created_at":"2026-07-05T10:14:23Z"},{"alias_kind":"pith_short_8","alias_value":"GPBWI6EU","created_at":"2026-07-05T10:14:23Z"}],"graph_snapshots":[{"event_id":"sha256:8b0f018304d523222a463c270bd20b10b859cd26581667cc4a60157d78ca4c96","target":"graph","created_at":"2026-07-05T10:14:23Z","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/2409.01980/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Detecting anomalies or out-of-distribution (OOD) samples is critical for maintaining the reliability and trustworthiness of machine learning systems. Recently, Large Language Models (LLMs) have demonstrated their effectiveness not only in natural language processing but also in broader applications due to their advanced comprehension and generative capabilities. The integration of LLMs into anomaly and OOD detection marks a significant shift from the traditional paradigm in the field. This survey focuses on the problem of anomaly and OOD detection under the context of LLMs. We propose a new ta","authors_text":"Kaize Ding, Ruiyao Xu","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-09-03T15:22:41Z","title":"Large Language Models for Anomaly and Out-of-Distribution Detection: A Survey"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.01980","kind":"arxiv","version":3},"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:d6e6077550d8a5be4022a08972c358d33fb576a8a7ac1ec90fef33b2b87c2196","target":"record","created_at":"2026-07-05T10:14:23Z","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":"45f449b56910a8d5fd3ecce33df35d525a84d639792cf6155f2512c944cb8ef9","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-09-03T15:22:41Z","title_canon_sha256":"e70d59bd853945f070f64f79b8542adf494ea884783c1327dd5808d80b04fa10"},"schema_version":"1.0","source":{"id":"2409.01980","kind":"arxiv","version":3}},"canonical_sha256":"33c364789425e49ee73d36907b1640cff8b81237e49ce617b0ba1686510dc0a8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"33c364789425e49ee73d36907b1640cff8b81237e49ce617b0ba1686510dc0a8","first_computed_at":"2026-07-05T10:14:23.792018Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:14:23.792018Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"rEdtos+kpHt4YJswsDrVwmyjAEginaMFovCZ2wbynGBK2IgxdThHcBsl2MshzQSB3BlixsXbr+HFT00kLx0vBg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:14:23.792569Z","signed_message":"canonical_sha256_bytes"},"source_id":"2409.01980","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d6e6077550d8a5be4022a08972c358d33fb576a8a7ac1ec90fef33b2b87c2196","sha256:8b0f018304d523222a463c270bd20b10b859cd26581667cc4a60157d78ca4c96"],"state_sha256":"aabb1c431bb4cab0ac5289492f19c22865184339895f1ce4988df25e4e8a63de"}