{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:TTVBQYVRSTACMBZX5UBV2FV6AN","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":"b5594b988798fcf42ccceadf53681c5f29e27ed63956c926643956c6449c076f","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-09-27T14:39:43Z","title_canon_sha256":"47c8d2078a8ffe827bfe6a4bb9cb9efbd6cf72bf761ce83937853d6c48cbcd25"},"schema_version":"1.0","source":{"id":"2509.23335","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2509.23335","created_at":"2026-08-04T01:57:55Z"},{"alias_kind":"arxiv_version","alias_value":"2509.23335v3","created_at":"2026-08-04T01:57:55Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2509.23335","created_at":"2026-08-04T01:57:55Z"},{"alias_kind":"pith_short_12","alias_value":"TTVBQYVRSTAC","created_at":"2026-08-04T01:57:55Z"},{"alias_kind":"pith_short_16","alias_value":"TTVBQYVRSTACMBZX","created_at":"2026-08-04T01:57:55Z"},{"alias_kind":"pith_short_8","alias_value":"TTVBQYVR","created_at":"2026-08-04T01:57:55Z"}],"graph_snapshots":[{"event_id":"sha256:db9c663dfe4588aaecc8cb453ad2ab39e24d5be0385113795ea71732238a4bfe","target":"graph","created_at":"2026-08-04T01:57:55Z","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/2509.23335/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Multi-label class-incremental learning (MLCIL) continuously expands the label space while recognizing multiple co-occurring categories, making catastrophic forgetting a central challenge. Recent class-incremental learning methods have increasingly adopted CLIP as their backbone. However, we find that applying CLIP to MLCIL exhibits two critical issues: entanglement of class-specific cues in shared visual representations and high false-positive rates (FPR) under task-level partial labeling. We propose DeCLIP, a replay-free and parameter-efficient framework for CLIP-based MLCIL. DeCLIP uses Deco","authors_text":"Fan Lyu, Fuyuan Hu, Guangcan Liu, Joost Van De Weijer, Junzhou Xie, Kaile Du, Ling Shao, Yixi Shen, Yuyang Li, Zihan Ye","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-09-27T14:39:43Z","title":"DeCLIP: Decoupled Prompting for Multi-Label Class-Incremental Learning with CLIP"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2509.23335","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":"sha256:99b54bed1272d21dc913ff6b6894a183c8326aeae028727fa0bb7db4c39f6e6f","target":"record","created_at":"2026-08-04T01:57:55Z","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":"b5594b988798fcf42ccceadf53681c5f29e27ed63956c926643956c6449c076f","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-09-27T14:39:43Z","title_canon_sha256":"47c8d2078a8ffe827bfe6a4bb9cb9efbd6cf72bf761ce83937853d6c48cbcd25"},"schema_version":"1.0","source":{"id":"2509.23335","kind":"arxiv","version":3}},"canonical_sha256":"9cea1862b194c0260737ed035d16be0375bcc332e94f86fc99065a3841d6a833","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9cea1862b194c0260737ed035d16be0375bcc332e94f86fc99065a3841d6a833","first_computed_at":"2026-08-04T01:57:55.356138Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-08-04T01:57:55.356138Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"sw9GcZSiTP/f6mYW9wLZgIplkaqkHSoDR+XY3LWgl1Y9OiA6a2vP6onD2KCCVL8aEXAexYk2idMavhCq8NDZBA==","signature_status":"signed_v1","signed_at":"2026-08-04T01:57:55.357659Z","signed_message":"canonical_sha256_bytes"},"source_id":"2509.23335","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:99b54bed1272d21dc913ff6b6894a183c8326aeae028727fa0bb7db4c39f6e6f","sha256:db9c663dfe4588aaecc8cb453ad2ab39e24d5be0385113795ea71732238a4bfe"],"state_sha256":"3fb13aecf104cf5e6077d1cd5c6b4cecd3241713eb2193278390e8110ab90fea"}