{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:LWUTVNCKYBYLF3QOMOOEBFHED7","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":"ce8bb6c2310b9484e2a7d9bfb22ee5fd4ece867edfa1f4f4c3c7ab37746fc3e1","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-10-04T03:10:53Z","title_canon_sha256":"db09d2b54790720fd13920dc4fa4eb2f89905491f334c305488b5c132dfa5d8e"},"schema_version":"1.0","source":{"id":"2410.03111","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.03111","created_at":"2026-07-05T09:15:44Z"},{"alias_kind":"arxiv_version","alias_value":"2410.03111v1","created_at":"2026-07-05T09:15:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.03111","created_at":"2026-07-05T09:15:44Z"},{"alias_kind":"pith_short_12","alias_value":"LWUTVNCKYBYL","created_at":"2026-07-05T09:15:44Z"},{"alias_kind":"pith_short_16","alias_value":"LWUTVNCKYBYLF3QO","created_at":"2026-07-05T09:15:44Z"},{"alias_kind":"pith_short_8","alias_value":"LWUTVNCK","created_at":"2026-07-05T09:15:44Z"}],"graph_snapshots":[{"event_id":"sha256:6290d647932091bf1ae1f635f3e90672a6f71d6cd40d8c6bc3d7ce00c1de59ca","target":"graph","created_at":"2026-07-05T09:15:44Z","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/2410.03111/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The Key-Value (KV) cache is a crucial component in serving transformer-based autoregressive large language models (LLMs), enabling faster inference by storing previously computed KV vectors. However, its memory consumption scales linearly with sequence length and batch size, posing a significant bottleneck in LLM deployment. Existing approaches to mitigate this issue include: (1) efficient attention variants integrated in upcycling stages, which requires extensive parameter tuning thus unsuitable for pre-trained LLMs; (2) KV cache compression at test time, primarily through token eviction poli","authors_text":"Chao Zhang, Hao Cheng, Kuang Wang, Liyuan Liu, Rongzhi Zhang, Shuohang Wang, Yelong Shen","cross_cats":["cs.AI","cs.CL"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-10-04T03:10:53Z","title":"LoRC: Low-Rank Compression for LLMs KV Cache with a Progressive Compression Strategy"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.03111","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":"sha256:3d4e6b41f8e619941de714074b4c244958fb77d5f5cc33021fbe801e906e6093","target":"record","created_at":"2026-07-05T09:15:44Z","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":"ce8bb6c2310b9484e2a7d9bfb22ee5fd4ece867edfa1f4f4c3c7ab37746fc3e1","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-10-04T03:10:53Z","title_canon_sha256":"db09d2b54790720fd13920dc4fa4eb2f89905491f334c305488b5c132dfa5d8e"},"schema_version":"1.0","source":{"id":"2410.03111","kind":"arxiv","version":1}},"canonical_sha256":"5da93ab44ac070b2ee0e639c4094e41fd81612b1bb1b6d22b3bf1037a5e0a855","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5da93ab44ac070b2ee0e639c4094e41fd81612b1bb1b6d22b3bf1037a5e0a855","first_computed_at":"2026-07-05T09:15:44.546437Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:15:44.546437Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"C/0IV8eyxhOTStzEWc7J9xk3ok9+M7syv1sc9eQIyCyaz8gQ8XnCiTLCm4GCmZ+OQijdqr7VmPg9iJXZ1uqfAw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:15:44.546928Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.03111","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3d4e6b41f8e619941de714074b4c244958fb77d5f5cc33021fbe801e906e6093","sha256:6290d647932091bf1ae1f635f3e90672a6f71d6cd40d8c6bc3d7ce00c1de59ca"],"state_sha256":"88a7c1c33e44a713f96934bbef84a3b9730f6abef82321bc1459cd4a3b3ed1a8"}