{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:PXKSYET7XXVF6RK7GJMBAWRM2P","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":"5f92a293795db4dcc74fb0f1096d8cb37298e0d29301be6ffc0668dfe8472aa2","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-09-25T01:39:02Z","title_canon_sha256":"e4cb7a921432e6026df7d1423b1de3f8d8afedcb1634507b150fa0a479cbed0c"},"schema_version":"1.0","source":{"id":"2409.16546","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2409.16546","created_at":"2026-07-05T09:23:12Z"},{"alias_kind":"arxiv_version","alias_value":"2409.16546v2","created_at":"2026-07-05T09:23:12Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2409.16546","created_at":"2026-07-05T09:23:12Z"},{"alias_kind":"pith_short_12","alias_value":"PXKSYET7XXVF","created_at":"2026-07-05T09:23:12Z"},{"alias_kind":"pith_short_16","alias_value":"PXKSYET7XXVF6RK7","created_at":"2026-07-05T09:23:12Z"},{"alias_kind":"pith_short_8","alias_value":"PXKSYET7","created_at":"2026-07-05T09:23:12Z"}],"graph_snapshots":[{"event_id":"sha256:183b3afc5858c7953b0645226bd60e6761236d2318ec856deee2c3e5cecf1b33","target":"graph","created_at":"2026-07-05T09:23:12Z","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/2409.16546/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Model quantization has become a crucial technique to address the issues of large memory consumption and long inference times associated with LLMs. Mixed-precision quantization, which distinguishes between important and unimportant parameters, stands out among numerous quantization schemes as it achieves a balance between precision and compression rate. However, existing approaches can only identify important parameters through qualitative analysis and manual experiments without quantitatively analyzing how their importance is determined. We propose a new criterion, so-called 'precision alignme","authors_text":"Chao Yan, Haoze Wang, Yangdong Deng, Yifan Tan","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-09-25T01:39:02Z","title":"AlignedKV: Reducing Memory Access of KV-Cache with Precision-Aligned Quantization"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2409.16546","kind":"arxiv","version":2},"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:d729101037bcf400327d65cea1d9a06fbed55ccdff176b0d9f2b80ee4d32bfa0","target":"record","created_at":"2026-07-05T09:23:12Z","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":"5f92a293795db4dcc74fb0f1096d8cb37298e0d29301be6ffc0668dfe8472aa2","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-09-25T01:39:02Z","title_canon_sha256":"e4cb7a921432e6026df7d1423b1de3f8d8afedcb1634507b150fa0a479cbed0c"},"schema_version":"1.0","source":{"id":"2409.16546","kind":"arxiv","version":2}},"canonical_sha256":"7dd52c127fbdea5f455f3258105a2cd3f385e66b95af7cd5093a901f297c913a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7dd52c127fbdea5f455f3258105a2cd3f385e66b95af7cd5093a901f297c913a","first_computed_at":"2026-07-05T09:23:12.650205Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:23:12.650205Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"6P+qTqmHGeqAsLyzMhn/68jThl4ucDu/3OUm9ew2zmcMJ+OiFejH3gmAumrnq//afmeJxzylYpNoCNxNzq4pCA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:23:12.650746Z","signed_message":"canonical_sha256_bytes"},"source_id":"2409.16546","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d729101037bcf400327d65cea1d9a06fbed55ccdff176b0d9f2b80ee4d32bfa0","sha256:183b3afc5858c7953b0645226bd60e6761236d2318ec856deee2c3e5cecf1b33"],"state_sha256":"25f176d0d5e3a8892f93687469491fb619a865172cc7378ca546fa5666994730"}