{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:S7M63ITLB2HRM7V3WP6X3SMJMY","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":"60c6fb7a322ee944045dca2a0232d313214734761090548a830abdcc10a3638c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-06-28T14:44:53Z","title_canon_sha256":"926320694885977a1ee355c77cd199c101251436ddd10ffb88e85cf7812f33ca"},"schema_version":"1.0","source":{"id":"2606.29428","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.29428","created_at":"2026-06-30T01:18:06Z"},{"alias_kind":"arxiv_version","alias_value":"2606.29428v1","created_at":"2026-06-30T01:18:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.29428","created_at":"2026-06-30T01:18:06Z"},{"alias_kind":"pith_short_12","alias_value":"S7M63ITLB2HR","created_at":"2026-06-30T01:18:06Z"},{"alias_kind":"pith_short_16","alias_value":"S7M63ITLB2HRM7V3","created_at":"2026-06-30T01:18:06Z"},{"alias_kind":"pith_short_8","alias_value":"S7M63ITL","created_at":"2026-06-30T01:18:06Z"}],"graph_snapshots":[{"event_id":"sha256:524acc309c683ab634767dfcfcdf1c0b8288ce75bbc5fb0d7f97fc9db0c74e2a","target":"graph","created_at":"2026-06-30T01:18:06Z","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/2606.29428/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Zero-shot anomaly detection aims to identify defects in arbitrary novel domains; however, existing models assume that the auxiliary data contains a rich diversity of anomalies, neglecting the far more complex and unpredictable variations in real-world target domains. This study introduces DIVE, the first approach to investigate the scenario of limited auxiliary anomaly priors and resolve the resulting substantial performance degradation. Through a shallow-and-deep text embedding injection strategy during visual encoding, DIVE learns to abstract generic anomaly concepts shared across the auxili","authors_text":"Cheqing Jin, Fang Zhou, Guanyu Lu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-06-28T14:44:53Z","title":"Robust Zero-shot Anomaly Detection under Limited Auxiliary Anomaly Priors"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.29428","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":"sha256:435267bc889b52bb1f18c1af7ea501a59070e12a2329eda95bfd24ebefc13618","target":"record","created_at":"2026-06-30T01:18:06Z","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":"60c6fb7a322ee944045dca2a0232d313214734761090548a830abdcc10a3638c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2026-06-28T14:44:53Z","title_canon_sha256":"926320694885977a1ee355c77cd199c101251436ddd10ffb88e85cf7812f33ca"},"schema_version":"1.0","source":{"id":"2606.29428","kind":"arxiv","version":1}},"canonical_sha256":"97d9eda26b0e8f167ebbb3fd7dc98966371f38442764f5f720552449d74c2ffd","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"97d9eda26b0e8f167ebbb3fd7dc98966371f38442764f5f720552449d74c2ffd","first_computed_at":"2026-06-30T01:18:06.085368Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-30T01:18:06.085368Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"CoSd5+s86FHDirSu4WELJL7EpINvnv4218sAZURHZA1YEsbQfC0+j4a3pdZ80/ck2BJnIMJvMCQanv53F1jNBA==","signature_status":"signed_v1","signed_at":"2026-06-30T01:18:06.086170Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.29428","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:435267bc889b52bb1f18c1af7ea501a59070e12a2329eda95bfd24ebefc13618","sha256:524acc309c683ab634767dfcfcdf1c0b8288ce75bbc5fb0d7f97fc9db0c74e2a"],"state_sha256":"72bae66d46199fcb166d7745e2bf992f2d12095177d3382c1a8e1446668cd78f"}