{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:S2J23ZLKY264QYN4Q644JZXKCL","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":"648e12329d0083e24b9e622ddc367edcf660e0b35520816a420fff551ec8f759","cross_cats_sorted":["cs.AI","cs.AR","cs.LG","cs.NE"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-02-10T18:48:56Z","title_canon_sha256":"b463473ddfa73134da02aff5c0dfa983c599764546d4efbd2ec86bb68a47ae79"},"schema_version":"1.0","source":{"id":"2202.05239","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2202.05239","created_at":"2026-07-05T03:55:58Z"},{"alias_kind":"arxiv_version","alias_value":"2202.05239v1","created_at":"2026-07-05T03:55:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2202.05239","created_at":"2026-07-05T03:55:58Z"},{"alias_kind":"pith_short_12","alias_value":"S2J23ZLKY264","created_at":"2026-07-05T03:55:58Z"},{"alias_kind":"pith_short_16","alias_value":"S2J23ZLKY264QYN4","created_at":"2026-07-05T03:55:58Z"},{"alias_kind":"pith_short_8","alias_value":"S2J23ZLK","created_at":"2026-07-05T03:55:58Z"}],"graph_snapshots":[{"event_id":"sha256:e9244fcd346dbdfc5b4428f9ee8e21d1c27c66fde39c5c564042d4d146e0c0cb","target":"graph","created_at":"2026-07-05T03:55:58Z","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/2202.05239/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Neural network quantization is a promising compression technique to reduce memory footprint and save energy consumption, potentially leading to real-time inference. However, there is a performance gap between quantized and full-precision models. To reduce it, existing quantization approaches require high-precision INT32 or full-precision multiplication during inference for scaling or dequantization. This introduces a noticeable cost in terms of memory, speed, and required energy. To tackle these issues, we present F8Net, a novel quantization framework consisting of only fixed-point 8-bit multi","authors_text":"Jian Ren, Kaiyuan Yang, Qing Jin, Richard Zhuang, Sergey Tulyakov, Sumant Hanumante, Yanzhi Wang, Zhengang Li, Zhiyu Chen","cross_cats":["cs.AI","cs.AR","cs.LG","cs.NE"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-02-10T18:48:56Z","title":"F8Net: Fixed-Point 8-bit Only Multiplication for Network Quantization"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2202.05239","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":"sha256:482b64c833bf676caaa69970e6b5d4a726fffc868ac1cf0412d9396f38a62859","target":"record","created_at":"2026-07-05T03:55:58Z","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":"648e12329d0083e24b9e622ddc367edcf660e0b35520816a420fff551ec8f759","cross_cats_sorted":["cs.AI","cs.AR","cs.LG","cs.NE"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2022-02-10T18:48:56Z","title_canon_sha256":"b463473ddfa73134da02aff5c0dfa983c599764546d4efbd2ec86bb68a47ae79"},"schema_version":"1.0","source":{"id":"2202.05239","kind":"arxiv","version":1}},"canonical_sha256":"9693ade56ac6bdc861bc87b9c4e6ea12d5cacb16e386007f90c7d8b22ac928df","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9693ade56ac6bdc861bc87b9c4e6ea12d5cacb16e386007f90c7d8b22ac928df","first_computed_at":"2026-07-05T03:55:58.689603Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:55:58.689603Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"D/uB8SxLvfXvbMtBjsI7cFZx3Pi0A8Ep2q2ZnV1+A7LzVxFVQ8NQMWCv91w5gwmGm0MzW7VZBxGy0ka2yixBBg==","signature_status":"signed_v1","signed_at":"2026-07-05T03:55:58.690000Z","signed_message":"canonical_sha256_bytes"},"source_id":"2202.05239","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:482b64c833bf676caaa69970e6b5d4a726fffc868ac1cf0412d9396f38a62859","sha256:e9244fcd346dbdfc5b4428f9ee8e21d1c27c66fde39c5c564042d4d146e0c0cb"],"state_sha256":"a1ac087fb7957aef8ebcac96fc95d298800451756a2a1799e48345456f85137c"}