{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:URJNJISIIJXTCBNR7LRGZIGJZQ","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":"f614e0a6887b514bc31a2725dad211e9681f56061d663a2f58e50ee03ebbea08","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-06-21T08:31:29Z","title_canon_sha256":"ecbff6c7c6460a0cf112e8c221f23a423325c0cf3eabd4b9c1dddc2fec416d6f"},"schema_version":"1.0","source":{"id":"2506.17633","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.17633","created_at":"2026-05-27T00:04:24Z"},{"alias_kind":"arxiv_version","alias_value":"2506.17633v2","created_at":"2026-05-27T00:04:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.17633","created_at":"2026-05-27T00:04:24Z"},{"alias_kind":"pith_short_12","alias_value":"URJNJISIIJXT","created_at":"2026-05-27T00:04:24Z"},{"alias_kind":"pith_short_16","alias_value":"URJNJISIIJXTCBNR","created_at":"2026-05-27T00:04:24Z"},{"alias_kind":"pith_short_8","alias_value":"URJNJISI","created_at":"2026-05-27T00:04:24Z"}],"graph_snapshots":[{"event_id":"sha256:d19e24efccf9eeae3fcfe75312951fd8b9d415fe02670f4d8639f26ce963c734","target":"graph","created_at":"2026-05-27T00:04:24Z","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/2506.17633/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Out-of-distribution (OOD) detection attempts to distinguish outlier samples to prevent models trained on the in-distribution (ID) dataset from producing unavailable outputs. Most OOD detection methods require many IID samples for training, which seriously limits their real-world applications. To this end, we target a challenging setting: few-shot OOD detection, where {Only a few {\\em labeled ID} samples are available.} Therefore, few-shot OOD detection is much more challenging than the traditional OOD detection setting. Previous few-shot OOD detection works ignore the distinct diversity betwee","authors_text":"Arvind Easwaran, Blaise Genest, Xiang Fang","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-06-21T08:31:29Z","title":"Adaptive Multi-prompt Contrastive Network for Few-shot Out-of-distribution Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.17633","kind":"arxiv","version":2},"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:b094a389e7cb86ab477bfc89e6d8a955e281050a9db37b4120f50d05bb25c1f4","target":"record","created_at":"2026-05-27T00:04:24Z","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":"f614e0a6887b514bc31a2725dad211e9681f56061d663a2f58e50ee03ebbea08","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-06-21T08:31:29Z","title_canon_sha256":"ecbff6c7c6460a0cf112e8c221f23a423325c0cf3eabd4b9c1dddc2fec416d6f"},"schema_version":"1.0","source":{"id":"2506.17633","kind":"arxiv","version":2}},"canonical_sha256":"a452d4a248426f3105b1fae26ca0c9cc2d8ae3bcea14758a0ddb103940194323","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a452d4a248426f3105b1fae26ca0c9cc2d8ae3bcea14758a0ddb103940194323","first_computed_at":"2026-05-27T00:04:24.154591Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-27T00:04:24.154591Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"vpmVt+5SIc0WpEIURoTNF3D/P+h3SJaqOhmkK5dLrhAJxD3CuuHYiARNWVIc9nAFD7kbct4tBrqBs/RLO8RgCw==","signature_status":"signed_v1","signed_at":"2026-05-27T00:04:24.155326Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.17633","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b094a389e7cb86ab477bfc89e6d8a955e281050a9db37b4120f50d05bb25c1f4","sha256:d19e24efccf9eeae3fcfe75312951fd8b9d415fe02670f4d8639f26ce963c734"],"state_sha256":"ed726d054eed8e680fd1c75cb7ce763c886592d06988e45d88c3290296fa80a9"}