{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:YFXZ6OF6YE4GBBKNCPBO2HZUXC","merge_version":"pith-open-graph-merge-v1","event_count":4,"valid_event_count":4,"invalid_event_count":0,"equivocation_count":1,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"4f835a2de86c9332c0b7eb5a7281d07b466b47cad44213aa5a12f101164f3850","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-08-10T04:27:58Z","title_canon_sha256":"1a3c9b61540da7335332e50b4e0db96372afd7031e8a1b431ab63966be78aaf1"},"schema_version":"1.0","source":{"id":"2608.09109","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2608.09109","created_at":"2026-08-11T02:21:49Z"},{"alias_kind":"arxiv_version","alias_value":"2608.09109v1","created_at":"2026-08-11T02:21:49Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2608.09109","created_at":"2026-08-11T02:21:49Z"},{"alias_kind":"pith_short_12","alias_value":"YFXZ6OF6YE4G","created_at":"2026-08-11T02:21:49Z"},{"alias_kind":"pith_short_16","alias_value":"YFXZ6OF6YE4GBBKN","created_at":"2026-08-11T02:21:49Z"},{"alias_kind":"pith_short_8","alias_value":"YFXZ6OF6","created_at":"2026-08-11T02:21:49Z"}],"graph_snapshots":[{"event_id":"sha256:fa1dd1cf718fd473c4dbd0e266ae28508f68437a674d71ac1170b2f9c8073061","target":"graph","created_at":"2026-08-11T02:21:49Z","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/2608.09109/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"User feedback offers natural supervision for persistent LLM improvement, but a single message may support multiple behavioral changes with different scopes of generalization. We introduce SLIFT, a selective self-learning framework built on a task-relative view of user feedback. SLIFT decomposes each feedback message into atomic components and interprets each component relative to the original task as Fix, Spec, or Null: requirements for task validity, compatible condition-specific refinements, or content with no reliable positive update direction. To incorporate each change at the appropriate ","authors_text":"Haitao Li, Heng Wang, Min Zhang, Qingyao Ai, Qingyi Pan, Xuanchen Li, Yiqun Liu, Yujia Zhou","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-08-10T04:27:58Z","title":"Different Feedback, Different Updates: Selective Self-Learning from User Interactions for Large Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2608.09109","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":"sha256:00a612872a831fac75ff59ce8e65304d41aebaf0113a26065563490a5fc5515b","target":"record","created_at":"2026-08-11T02:21:49Z","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":"4f835a2de86c9332c0b7eb5a7281d07b466b47cad44213aa5a12f101164f3850","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2026-08-10T04:27:58Z","title_canon_sha256":"1a3c9b61540da7335332e50b4e0db96372afd7031e8a1b431ab63966be78aaf1"},"schema_version":"1.0","source":{"id":"2608.09109","kind":"arxiv","version":1}},"canonical_sha256":"c16f9f38bec13860854d13c2ed1f34b88277fb8c9791c6ed3454883ab43b8471","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c16f9f38bec13860854d13c2ed1f34b88277fb8c9791c6ed3454883ab43b8471","first_computed_at":"2026-08-11T02:21:49.106147Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-08-11T02:21:49.106147Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"YeU5alb/VXHwjFAFc0viAgad99fVP8YcQwP3qiROk5IYs5EGpWnn78SCgMOWixAdLXBBO/47yxeg4/WyG6uXDA==","signature_status":"signed_v1","signed_at":"2026-08-11T02:21:49.107778Z","signed_message":"canonical_sha256_bytes"},"source_id":"2608.09109","source_kind":"arxiv","source_version":1}}},"equivocations":[{"signer_id":"pith.science","event_type":"integrity_finding","target":"integrity","event_ids":["sha256:863539516432f73e1dcbf11b9ca890b9b5a4edefb941474748c74c4d31421c93","sha256:f9c04033138a5b55175da0f82920ec6a0e33e819feba79b1a8b3e19476b6fda9"]}],"invalid_events":[],"applied_event_ids":["sha256:00a612872a831fac75ff59ce8e65304d41aebaf0113a26065563490a5fc5515b","sha256:fa1dd1cf718fd473c4dbd0e266ae28508f68437a674d71ac1170b2f9c8073061"],"state_sha256":"c683b4adf54a3c7630d6307c3382c0e8984a0176e933cb2763d3dc0a164ef96d"}