{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:GKFFORTOS2WUEKBDSFS22Q2PIV","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":"3ae9814ddb0c640c0b5e39aad00b2a3124309e036fe03babbdcb8ff4357e61cd","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-03-21T08:08:31Z","title_canon_sha256":"9ef89e8ee06ba7346269583ec1122c6922cdaf92e9d0bd80a0dc1ad46c8ef707"},"schema_version":"1.0","source":{"id":"2403.14213","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.14213","created_at":"2026-07-05T07:58:56Z"},{"alias_kind":"arxiv_version","alias_value":"2403.14213v1","created_at":"2026-07-05T07:58:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.14213","created_at":"2026-07-05T07:58:56Z"},{"alias_kind":"pith_short_12","alias_value":"GKFFORTOS2WU","created_at":"2026-07-05T07:58:56Z"},{"alias_kind":"pith_short_16","alias_value":"GKFFORTOS2WUEKBD","created_at":"2026-07-05T07:58:56Z"},{"alias_kind":"pith_short_8","alias_value":"GKFFORTO","created_at":"2026-07-05T07:58:56Z"}],"graph_snapshots":[{"event_id":"sha256:3723e7b72374be4e6fd9b2533b49342ffb4b6861bdcd8ecdf9a2913b8ac4ca77","target":"graph","created_at":"2026-07-05T07:58:56Z","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/2403.14213/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In the context of high usability in single-class anomaly detection models, recent academic research has become concerned about the more complex multi-class anomaly detection. Although several papers have designed unified models for this task, they often overlook the utility of class labels, a potent tool for mitigating inter-class interference. To address this issue, we introduce a Multi-class Implicit Neural representation Transformer for unified Anomaly Detection (MINT-AD), which leverages the fine-grained category information in the training stage. By learning the multi-class distributions,","authors_text":"Chengjie Wang, Feng Zheng, Jianlin Liu, Qiang Nie, Xi Jiang, Ying Chen, Yong Liu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-03-21T08:08:31Z","title":"Toward Multi-class Anomaly Detection: Exploring Class-aware Unified Model against Inter-class Interference"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.14213","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":"sha256:26117bf9ef167d25e1e618e7a3aa177fcbad14371e7cd5ed56b306905ef63913","target":"record","created_at":"2026-07-05T07:58:56Z","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":"3ae9814ddb0c640c0b5e39aad00b2a3124309e036fe03babbdcb8ff4357e61cd","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-03-21T08:08:31Z","title_canon_sha256":"9ef89e8ee06ba7346269583ec1122c6922cdaf92e9d0bd80a0dc1ad46c8ef707"},"schema_version":"1.0","source":{"id":"2403.14213","kind":"arxiv","version":1}},"canonical_sha256":"328a57466e96ad4228239165ad434f457f94451a50621b53638c8d7d2e89d736","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"328a57466e96ad4228239165ad434f457f94451a50621b53638c8d7d2e89d736","first_computed_at":"2026-07-05T07:58:56.043306Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:58:56.043306Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"nEOiN6phUZoqx1LRypZE1Av9mBpdw38M4iAB3pZ17P86bS2rm8Aqa8Aqv13dDiQK2VwFVOgWRCKhrJaEZtzYAg==","signature_status":"signed_v1","signed_at":"2026-07-05T07:58:56.043779Z","signed_message":"canonical_sha256_bytes"},"source_id":"2403.14213","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:26117bf9ef167d25e1e618e7a3aa177fcbad14371e7cd5ed56b306905ef63913","sha256:3723e7b72374be4e6fd9b2533b49342ffb4b6861bdcd8ecdf9a2913b8ac4ca77"],"state_sha256":"dfe2aad798af24a93b78a09171213cd60f6ca7eb7a8d2329635636181195514e"}