{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:V5FSMLPWQXUK4LIIFU2KCKZL3B","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":"ef052b343801080b4b16ffdbf9eb3293ff0d2575af5cbdb5cd74e175349a13a4","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-12-12T07:13:08Z","title_canon_sha256":"e51580b265aa3776fa9a5639d45487ce2b9bff93946ddf98dbcecc67230948eb"},"schema_version":"1.0","source":{"id":"2312.08875","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.08875","created_at":"2026-07-05T07:24:10Z"},{"alias_kind":"arxiv_version","alias_value":"2312.08875v1","created_at":"2026-07-05T07:24:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.08875","created_at":"2026-07-05T07:24:10Z"},{"alias_kind":"pith_short_12","alias_value":"V5FSMLPWQXUK","created_at":"2026-07-05T07:24:10Z"},{"alias_kind":"pith_short_16","alias_value":"V5FSMLPWQXUK4LII","created_at":"2026-07-05T07:24:10Z"},{"alias_kind":"pith_short_8","alias_value":"V5FSMLPW","created_at":"2026-07-05T07:24:10Z"}],"graph_snapshots":[{"event_id":"sha256:3a0382df0ca2d9020569768366fa5fe0130dbd12852490c205d2e60cda70a7ce","target":"graph","created_at":"2026-07-05T07:24:10Z","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/2312.08875/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"It is a well-known fact that the performance of deep learning models deteriorates when they encounter a distribution shift at test time. Test-time adaptation (TTA) algorithms have been proposed to adapt the model online while inferring test data. However, existing research predominantly focuses on classification tasks through the optimization of batch normalization layers or classification heads, but this approach limits its applicability to various model architectures like Transformers and makes it challenging to apply to other tasks, such as object detection. In this paper, we propose a nove","authors_text":"Donghyun Kim, Dongkwan Lee, Inseop Chung, Jayeon Yoo, Nojun Kwak","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-12-12T07:13:08Z","title":"What, How, and When Should Object Detectors Update in Continually Changing Test Domains?"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.08875","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:ac1271ac20ac59fd6517de2ff41075792acf2993c51579e35c60d562a22d664e","target":"record","created_at":"2026-07-05T07:24:10Z","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":"ef052b343801080b4b16ffdbf9eb3293ff0d2575af5cbdb5cd74e175349a13a4","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-12-12T07:13:08Z","title_canon_sha256":"e51580b265aa3776fa9a5639d45487ce2b9bff93946ddf98dbcecc67230948eb"},"schema_version":"1.0","source":{"id":"2312.08875","kind":"arxiv","version":1}},"canonical_sha256":"af4b262df685e8ae2d082d34a12b2bd86a9b465b7f845a21b83a763cc546b7d4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"af4b262df685e8ae2d082d34a12b2bd86a9b465b7f845a21b83a763cc546b7d4","first_computed_at":"2026-07-05T07:24:10.861401Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:24:10.861401Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"hEGOksAydMFOEkF4x/FxFYdn3xZifmKqspo8aufgz69Du2uXPnguqj4rsawxWS+dOnzk1IEhz0oxEZgDX9XJCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T07:24:10.861747Z","signed_message":"canonical_sha256_bytes"},"source_id":"2312.08875","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ac1271ac20ac59fd6517de2ff41075792acf2993c51579e35c60d562a22d664e","sha256:3a0382df0ca2d9020569768366fa5fe0130dbd12852490c205d2e60cda70a7ce"],"state_sha256":"4e0ede4c0f7b02409a50cbc25942c0a5a9524dced6f0f6376f8f79d325f31df1"}