{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:X7WC2CDD7PPW67TG2TNN3OGAUD","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":"55d0ea692252739f5cfda9f4e0dcb22362f3ed5671b24e637c9eb8a247821af6","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-02-05T08:47:18Z","title_canon_sha256":"c3a55d92c63edec754fc3cb3d80f1f343a47fda7bc9abd13f3a29c2be648f60f"},"schema_version":"1.0","source":{"id":"2502.02998","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.02998","created_at":"2026-07-05T10:09:58Z"},{"alias_kind":"arxiv_version","alias_value":"2502.02998v1","created_at":"2026-07-05T10:09:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.02998","created_at":"2026-07-05T10:09:58Z"},{"alias_kind":"pith_short_12","alias_value":"X7WC2CDD7PPW","created_at":"2026-07-05T10:09:58Z"},{"alias_kind":"pith_short_16","alias_value":"X7WC2CDD7PPW67TG","created_at":"2026-07-05T10:09:58Z"},{"alias_kind":"pith_short_8","alias_value":"X7WC2CDD","created_at":"2026-07-05T10:09:58Z"}],"graph_snapshots":[{"event_id":"sha256:bc6fa6a0b825ebbb5f11fbb4263e6aeae224db78bf676c8a58f054428cc07fa0","target":"graph","created_at":"2026-07-05T10:09:58Z","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/2502.02998/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Continual Test-Time Adaptation (CTTA) aims to adapt models to sequentially changing domains during testing, relying on pseudo-labels for self-adaptation. However, incorrect pseudo-labels can accumulate, leading to performance degradation. To address this, we propose a Conformal Uncertainty Indicator (CUI) for CTTA, leveraging Conformal Prediction (CP) to generate prediction sets that include the true label with a specified coverage probability. Since domain shifts can lower the coverage than expected, making CP unreliable, we dynamically compensate for the coverage by measuring both domain and","authors_text":"Fan Lyu, Fuyuan Hu, Hanyu Zhao, Liang Wang, Ye Liu, Zhang Zhang, Ziqi Shi","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-02-05T08:47:18Z","title":"Conformal Uncertainty Indicator for Continual Test-Time Adaptation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.02998","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":"sha256:004c18187db608847f3965cbcbf65220b9b2f66151a226e9dc8f2b15810604b6","target":"record","created_at":"2026-07-05T10:09:58Z","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":"55d0ea692252739f5cfda9f4e0dcb22362f3ed5671b24e637c9eb8a247821af6","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-02-05T08:47:18Z","title_canon_sha256":"c3a55d92c63edec754fc3cb3d80f1f343a47fda7bc9abd13f3a29c2be648f60f"},"schema_version":"1.0","source":{"id":"2502.02998","kind":"arxiv","version":1}},"canonical_sha256":"bfec2d0863fbdf6f7e66d4daddb8c0a0e57a70843a81078214f73da014da2649","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"bfec2d0863fbdf6f7e66d4daddb8c0a0e57a70843a81078214f73da014da2649","first_computed_at":"2026-07-05T10:09:58.025697Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:09:58.025697Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"pbqg6xtwcLXIsHrileKs2+4TeB44jeABtU2eT07idr5IOdKrMuajS154cnI2bfkS1ydVjEX0ls8NhBhj6i+vAg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:09:58.026113Z","signed_message":"canonical_sha256_bytes"},"source_id":"2502.02998","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:004c18187db608847f3965cbcbf65220b9b2f66151a226e9dc8f2b15810604b6","sha256:bc6fa6a0b825ebbb5f11fbb4263e6aeae224db78bf676c8a58f054428cc07fa0"],"state_sha256":"4052c79a298f861665a2692de96c632eb154092041818fb35c5f7e518e0ee8b1"}