{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:G2WAO6TGPD2F6PXMVDTZT56LTD","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":"3943121cb4909bd698ff75b82b9f6cbf602224d97bc5ef38f700a9628de02229","cross_cats_sorted":["cs.AR","cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-03-28T17:13:47Z","title_canon_sha256":"ce450393ca658d1f3bef4bbeba8c4535d0d77efb0602d68cb955d531fe19c3cc"},"schema_version":"1.0","source":{"id":"2403.19591","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.19591","created_at":"2026-07-05T08:02:06Z"},{"alias_kind":"arxiv_version","alias_value":"2403.19591v2","created_at":"2026-07-05T08:02:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.19591","created_at":"2026-07-05T08:02:06Z"},{"alias_kind":"pith_short_12","alias_value":"G2WAO6TGPD2F","created_at":"2026-07-05T08:02:06Z"},{"alias_kind":"pith_short_16","alias_value":"G2WAO6TGPD2F6PXM","created_at":"2026-07-05T08:02:06Z"},{"alias_kind":"pith_short_8","alias_value":"G2WAO6TG","created_at":"2026-07-05T08:02:06Z"}],"graph_snapshots":[{"event_id":"sha256:a7f73c3ea336b7b0e9576eb6ef9c29d648f6c7baac3944a997159ef734fabe1e","target":"graph","created_at":"2026-07-05T08:02:06Z","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/2403.19591/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Non-linear functions are prevalent in Transformers and their lightweight variants, incurring substantial and frequently underestimated hardware costs. Previous state-of-the-art works optimize these operations by piece-wise linear approximation and store the parameters in look-up tables (LUT), but most of them require unfriendly high-precision arithmetics such as FP/INT 32 and lack consideration of integer-only INT quantization. This paper proposed a genetic LUT-Approximation algorithm namely GQA-LUT that can automatically determine the parameters with quantization awareness. The results demons","authors_text":"Dong Zhang, Fengwei An, Huaiyu Zhu, Kwang-Ting Cheng, Luhong Liang, Peng Luo, Pingcheng Dong, Shih-Yang Liu, Tianwei Ni, Xijie Huang, Xuejiao Liu, Yonghao Tan, Yu Liu, Yun Pan","cross_cats":["cs.AR","cs.NE"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-03-28T17:13:47Z","title":"Genetic Quantization-Aware Approximation for Non-Linear Operations in Transformers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.19591","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":"sha256:9c4c73ac398f9690a8b6f6a3859976c123e7b0189d7bb25f61d145b5e8ad61fe","target":"record","created_at":"2026-07-05T08:02:06Z","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":"3943121cb4909bd698ff75b82b9f6cbf602224d97bc5ef38f700a9628de02229","cross_cats_sorted":["cs.AR","cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-03-28T17:13:47Z","title_canon_sha256":"ce450393ca658d1f3bef4bbeba8c4535d0d77efb0602d68cb955d531fe19c3cc"},"schema_version":"1.0","source":{"id":"2403.19591","kind":"arxiv","version":2}},"canonical_sha256":"36ac077a6678f45f3eeca8e799f7cb98f3a33db236f6a2eadbd82bca88c76fe4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"36ac077a6678f45f3eeca8e799f7cb98f3a33db236f6a2eadbd82bca88c76fe4","first_computed_at":"2026-07-05T08:02:06.846773Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:02:06.846773Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"vuqj0AvIr6W513fsYAttPbc/NJlZr+kjkXCS09ndcnfaJ69p5dU70sBNoX53JOV0xeSkIcpXj5kopVggqfJ4Dw==","signature_status":"signed_v1","signed_at":"2026-07-05T08:02:06.847300Z","signed_message":"canonical_sha256_bytes"},"source_id":"2403.19591","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9c4c73ac398f9690a8b6f6a3859976c123e7b0189d7bb25f61d145b5e8ad61fe","sha256:a7f73c3ea336b7b0e9576eb6ef9c29d648f6c7baac3944a997159ef734fabe1e"],"state_sha256":"b3e28fb3de7065f2c5871058bb4dfc9a712ba7fd769f1db802eeb3af6a46ce94"}