{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:P54UXZGEI7C2OVV5MJJTWRQHCL","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":"d40d34b6a117381bfc667f0637f178bc51b3eea2f531abd1a379e8a6ae329b7f","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-12-13T06:34:59Z","title_canon_sha256":"f99b4862948493114cc5220e78ce50753bc41221ab7b44c6ad12245bcca5a81c"},"schema_version":"1.0","source":{"id":"2412.09899","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.09899","created_at":"2026-07-05T09:48:43Z"},{"alias_kind":"arxiv_version","alias_value":"2412.09899v1","created_at":"2026-07-05T09:48:43Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.09899","created_at":"2026-07-05T09:48:43Z"},{"alias_kind":"pith_short_12","alias_value":"P54UXZGEI7C2","created_at":"2026-07-05T09:48:43Z"},{"alias_kind":"pith_short_16","alias_value":"P54UXZGEI7C2OVV5","created_at":"2026-07-05T09:48:43Z"},{"alias_kind":"pith_short_8","alias_value":"P54UXZGE","created_at":"2026-07-05T09:48:43Z"}],"graph_snapshots":[{"event_id":"sha256:9f71cf9d9e465c7fe915ca6d254c16800511f7425bd2d15bbf4836a839bd3b6e","target":"graph","created_at":"2026-07-05T09:48:43Z","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/2412.09899/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Post-training quantization (PTQ) reduces excessive hardware cost by quantizing full-precision models into lower bit representations on a tiny calibration set, without retraining. Despite the remarkable progress made through recent efforts, traditional PTQ methods typically encounter failure in dynamic and ever-changing real-world scenarios, involving unpredictable data streams and continual domain shifts, which poses greater challenges. In this paper, we propose a novel and stable quantization process for test-time adaptation (TTA), dubbed TTAQ, to address the performance degradation of tradit","authors_text":"Junrui Xiao, Lianwei Yang, Qingyi Gu, Yiduo Mei, Zhikai Li","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-12-13T06:34:59Z","title":"TTAQ: Towards Stable Post-training Quantization in Continuous Domain Adaptation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.09899","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:fb389f30cd57958e4d97b202cd376ba702fc36db748dd02abea151df1e601aa1","target":"record","created_at":"2026-07-05T09:48:43Z","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":"d40d34b6a117381bfc667f0637f178bc51b3eea2f531abd1a379e8a6ae329b7f","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-12-13T06:34:59Z","title_canon_sha256":"f99b4862948493114cc5220e78ce50753bc41221ab7b44c6ad12245bcca5a81c"},"schema_version":"1.0","source":{"id":"2412.09899","kind":"arxiv","version":1}},"canonical_sha256":"7f794be4c447c5a756bd62533b460712dfee63416bdde2a27398d505d603858f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7f794be4c447c5a756bd62533b460712dfee63416bdde2a27398d505d603858f","first_computed_at":"2026-07-05T09:48:43.541902Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:48:43.541902Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"kvW+Z+7EquSZuFbh0dZgdCgqkPV2g7QB3hRgLyg3UZ35VkCc5BbSDxHUCyo7Bphv5e4L0XyW8hFxWxORVCb4Cw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:48:43.542346Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.09899","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fb389f30cd57958e4d97b202cd376ba702fc36db748dd02abea151df1e601aa1","sha256:9f71cf9d9e465c7fe915ca6d254c16800511f7425bd2d15bbf4836a839bd3b6e"],"state_sha256":"9b251ffa05492f15bc0a35fd71908aeea53f93e8b6019f1b350b3428b3f2d9cc"}