{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:3MTZM7NFI5FNFYLUCI2UNOOJJM","short_pith_number":"pith:3MTZM7NF","canonical_record":{"source":{"id":"2406.10737","kind":"arxiv","version":4},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-06-15T20:47:38Z","cross_cats_sorted":["cs.CV"],"title_canon_sha256":"3b1a9748d4f4d5858c76983b7f7b0acfe2c91d634f59abdabf3a06a7e6111dea","abstract_canon_sha256":"cfff9cd68520c8344cb1b86a2b6c43ad897b85119d8a95ed04895abb177d5935"},"schema_version":"1.0"},"canonical_sha256":"db27967da5474ad2e174123546b9c94b38965eb8451a105e7893a39e6dc9085a","source":{"kind":"arxiv","id":"2406.10737","version":4},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.10737","created_at":"2026-07-05T11:17:21Z"},{"alias_kind":"arxiv_version","alias_value":"2406.10737v4","created_at":"2026-07-05T11:17:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.10737","created_at":"2026-07-05T11:17:21Z"},{"alias_kind":"pith_short_12","alias_value":"3MTZM7NFI5FN","created_at":"2026-07-05T11:17:21Z"},{"alias_kind":"pith_short_16","alias_value":"3MTZM7NFI5FNFYLU","created_at":"2026-07-05T11:17:21Z"},{"alias_kind":"pith_short_8","alias_value":"3MTZM7NF","created_at":"2026-07-05T11:17:21Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:3MTZM7NFI5FNFYLUCI2UNOOJJM","target":"record","payload":{"canonical_record":{"source":{"id":"2406.10737","kind":"arxiv","version":4},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-06-15T20:47:38Z","cross_cats_sorted":["cs.CV"],"title_canon_sha256":"3b1a9748d4f4d5858c76983b7f7b0acfe2c91d634f59abdabf3a06a7e6111dea","abstract_canon_sha256":"cfff9cd68520c8344cb1b86a2b6c43ad897b85119d8a95ed04895abb177d5935"},"schema_version":"1.0"},"canonical_sha256":"db27967da5474ad2e174123546b9c94b38965eb8451a105e7893a39e6dc9085a","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:17:21.916757Z","signature_b64":"ahEyETKx34WB7l5ZSzE7BBL+UwOu8gb77visk8a+O5ylgrTVfCP4hoNeST61Rb0sp4JAWgQIVEN7EMHyepQWBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"db27967da5474ad2e174123546b9c94b38965eb8451a105e7893a39e6dc9085a","last_reissued_at":"2026-07-05T11:17:21.916229Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:17:21.916229Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2406.10737","source_version":4,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:17:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Z2ZwfayBtdOK92Lqcno/aHz5fauQSUzM4ZG0G+eOPzu8tpLU+HH8/CAb2m0vTRqPcFUwcm2/lE05Fl7wVSunBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T10:55:00.788004Z"},"content_sha256":"a6861a1be69516cd7d6987cca5a0c30c4260e951f84d50dd324fb56ee14f7676","schema_version":"1.0","event_id":"sha256:a6861a1be69516cd7d6987cca5a0c30c4260e951f84d50dd324fb56ee14f7676"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:3MTZM7NFI5FNFYLUCI2UNOOJJM","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"DPCore: Dynamic Prompt Coreset for Continual Test-Time Adaptation","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.CV"],"primary_cat":"cs.LG","authors_text":"Akshay Mehra, Jihun Hamm, Shuaicheng Niu, Yunbei Zhang","submitted_at":"2024-06-15T20:47:38Z","abstract_excerpt":"Continual Test-Time Adaptation (CTTA) seeks to adapt source pre-trained models to continually changing, unseen target domains. While existing CTTA methods assume structured domain changes with uniform durations, real-world environments often exhibit dynamic patterns where domains recur with varying frequencies and durations. Current approaches, which adapt the same parameters across different domains, struggle in such dynamic conditions-they face convergence issues with brief domain exposures, risk forgetting previously learned knowledge, or misapplying it to irrelevant domains. To remedy this"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.10737","kind":"arxiv","version":4},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2406.10737/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:17:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"m9Hcxla9O9BHLHAPtQe5/hNbmEmx8ENs9C654cwbLg/6ows9czq4qo4mry9uWcjssY7dCXc6zStm4U5fZX2yCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T10:55:00.788517Z"},"content_sha256":"2329fc1190ed290ecedf921eb873a5606da78fc907f29a1e69094275e2effcfa","schema_version":"1.0","event_id":"sha256:2329fc1190ed290ecedf921eb873a5606da78fc907f29a1e69094275e2effcfa"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/3MTZM7NFI5FNFYLUCI2UNOOJJM/bundle.json","state_url":"https://pith.science/pith/3MTZM7NFI5FNFYLUCI2UNOOJJM/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/3MTZM7NFI5FNFYLUCI2UNOOJJM/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-06T10:55:00Z","links":{"resolver":"https://pith.science/pith/3MTZM7NFI5FNFYLUCI2UNOOJJM","bundle":"https://pith.science/pith/3MTZM7NFI5FNFYLUCI2UNOOJJM/bundle.json","state":"https://pith.science/pith/3MTZM7NFI5FNFYLUCI2UNOOJJM/state.json","well_known_bundle":"https://pith.science/.well-known/pith/3MTZM7NFI5FNFYLUCI2UNOOJJM/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:3MTZM7NFI5FNFYLUCI2UNOOJJM","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":"cfff9cd68520c8344cb1b86a2b6c43ad897b85119d8a95ed04895abb177d5935","cross_cats_sorted":["cs.CV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-06-15T20:47:38Z","title_canon_sha256":"3b1a9748d4f4d5858c76983b7f7b0acfe2c91d634f59abdabf3a06a7e6111dea"},"schema_version":"1.0","source":{"id":"2406.10737","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.10737","created_at":"2026-07-05T11:17:21Z"},{"alias_kind":"arxiv_version","alias_value":"2406.10737v4","created_at":"2026-07-05T11:17:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.10737","created_at":"2026-07-05T11:17:21Z"},{"alias_kind":"pith_short_12","alias_value":"3MTZM7NFI5FN","created_at":"2026-07-05T11:17:21Z"},{"alias_kind":"pith_short_16","alias_value":"3MTZM7NFI5FNFYLU","created_at":"2026-07-05T11:17:21Z"},{"alias_kind":"pith_short_8","alias_value":"3MTZM7NF","created_at":"2026-07-05T11:17:21Z"}],"graph_snapshots":[{"event_id":"sha256:2329fc1190ed290ecedf921eb873a5606da78fc907f29a1e69094275e2effcfa","target":"graph","created_at":"2026-07-05T11:17:21Z","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/2406.10737/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Continual Test-Time Adaptation (CTTA) seeks to adapt source pre-trained models to continually changing, unseen target domains. While existing CTTA methods assume structured domain changes with uniform durations, real-world environments often exhibit dynamic patterns where domains recur with varying frequencies and durations. Current approaches, which adapt the same parameters across different domains, struggle in such dynamic conditions-they face convergence issues with brief domain exposures, risk forgetting previously learned knowledge, or misapplying it to irrelevant domains. To remedy this","authors_text":"Akshay Mehra, Jihun Hamm, Shuaicheng Niu, Yunbei Zhang","cross_cats":["cs.CV"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-06-15T20:47:38Z","title":"DPCore: Dynamic Prompt Coreset for Continual Test-Time Adaptation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.10737","kind":"arxiv","version":4},"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:a6861a1be69516cd7d6987cca5a0c30c4260e951f84d50dd324fb56ee14f7676","target":"record","created_at":"2026-07-05T11:17:21Z","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":"cfff9cd68520c8344cb1b86a2b6c43ad897b85119d8a95ed04895abb177d5935","cross_cats_sorted":["cs.CV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-06-15T20:47:38Z","title_canon_sha256":"3b1a9748d4f4d5858c76983b7f7b0acfe2c91d634f59abdabf3a06a7e6111dea"},"schema_version":"1.0","source":{"id":"2406.10737","kind":"arxiv","version":4}},"canonical_sha256":"db27967da5474ad2e174123546b9c94b38965eb8451a105e7893a39e6dc9085a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"db27967da5474ad2e174123546b9c94b38965eb8451a105e7893a39e6dc9085a","first_computed_at":"2026-07-05T11:17:21.916229Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:17:21.916229Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ahEyETKx34WB7l5ZSzE7BBL+UwOu8gb77visk8a+O5ylgrTVfCP4hoNeST61Rb0sp4JAWgQIVEN7EMHyepQWBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:17:21.916757Z","signed_message":"canonical_sha256_bytes"},"source_id":"2406.10737","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a6861a1be69516cd7d6987cca5a0c30c4260e951f84d50dd324fb56ee14f7676","sha256:2329fc1190ed290ecedf921eb873a5606da78fc907f29a1e69094275e2effcfa"],"state_sha256":"4fab8a5a228d1fda199ebc74a76930e40c8f8dbe3cc5a151ce691a9a1d32f059"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"eYg/lEltU/9MgDUso/Aia/TGzVKWiZnhy7B4cg4vPVnQAppL9/XcQUkxRsi2dWSKbgK0YQpYL6HnkGkeo7qiBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-06T10:55:00.792676Z","bundle_sha256":"d9288e87be252967f3e455cc4ece03a273e7ebc4d1518a9b7237696d3176f69a"}}