{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:EERCGEB7T5YEXO7PU4ZEKZYLQ4","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":"b6575452d4a435690ff69bdf9ab70a03307f978dbb2bcfa94b9d0af98117dbfb","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CL","submitted_at":"2024-11-24T11:30:00Z","title_canon_sha256":"c911fff2bb86d331ccdd9d98e08e301125bd0da3426625571bcb629adb09957f"},"schema_version":"1.0","source":{"id":"2411.15785","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.15785","created_at":"2026-07-05T09:41:04Z"},{"alias_kind":"arxiv_version","alias_value":"2411.15785v2","created_at":"2026-07-05T09:41:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.15785","created_at":"2026-07-05T09:41:04Z"},{"alias_kind":"pith_short_12","alias_value":"EERCGEB7T5YE","created_at":"2026-07-05T09:41:04Z"},{"alias_kind":"pith_short_16","alias_value":"EERCGEB7T5YEXO7P","created_at":"2026-07-05T09:41:04Z"},{"alias_kind":"pith_short_8","alias_value":"EERCGEB7","created_at":"2026-07-05T09:41:04Z"}],"graph_snapshots":[{"event_id":"sha256:7d9a6ad7e43cd8a9416920face40c8721e27d1f0b2793092dd70e7627fb936a2","target":"graph","created_at":"2026-07-05T09:41:04Z","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/2411.15785/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper introduces a novel approach, the Bounded-Cache Transformer (BCT), for building large language models with a predefined Key-Value (KV) cache capacity. The BCT addresses the excessive memory consumption issue in traditional KV caches by implementing a bounded-length KV cache, which is particularly suitable for the attention layers in Transformer decode-only architectures. By dynamically updating the key-value vector sequences, the BCT achieves efficient inference within limited cache capacity, significantly reducing memory usage while maintaining model performance and system throughpu","authors_text":"Ge Niu, Lei Wang, Liqiu Zhang, Wei Tang, Zhonghua Yi","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CL","submitted_at":"2024-11-24T11:30:00Z","title":"A Method for Building Large Language Models with Predefined KV Cache Capacity"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.15785","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:b11c74917f3563f09c275949a5e723670acb346c7d002e7b3a890426289a5f83","target":"record","created_at":"2026-07-05T09:41:04Z","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":"b6575452d4a435690ff69bdf9ab70a03307f978dbb2bcfa94b9d0af98117dbfb","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CL","submitted_at":"2024-11-24T11:30:00Z","title_canon_sha256":"c911fff2bb86d331ccdd9d98e08e301125bd0da3426625571bcb629adb09957f"},"schema_version":"1.0","source":{"id":"2411.15785","kind":"arxiv","version":2}},"canonical_sha256":"212223103f9f704bbbefa73245670b87131fd18b9c63b9f9c8601e3d830fcb3b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"212223103f9f704bbbefa73245670b87131fd18b9c63b9f9c8601e3d830fcb3b","first_computed_at":"2026-07-05T09:41:04.395666Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:41:04.395666Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"6S4hOTVfdJrN9lSc+RtK9QiVJB2Ms2u6UiNojkOjTl9uzwg0pVTDE9g71vhOWDoHiE35GtpAAB31MvaXOiboBA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:41:04.396109Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.15785","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b11c74917f3563f09c275949a5e723670acb346c7d002e7b3a890426289a5f83","sha256:7d9a6ad7e43cd8a9416920face40c8721e27d1f0b2793092dd70e7627fb936a2"],"state_sha256":"567ca409cf10274d118b249d5da3433237d79d4891a68fda22aff1fba311a174"}