{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:VJCRWCLZFLB34A7DEMYN4FKPKQ","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":"7e727aed0ae103b4e479e13841b36940368bb74dfeb462f0dfdef5f4c7c601b1","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-09-20T10:50:28Z","title_canon_sha256":"2f23a6652c412e90762635bd3859ea49b5132415c7712ed6fe0c78e1b7763800"},"schema_version":"1.0","source":{"id":"2309.11531","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2309.11531","created_at":"2026-07-05T09:12:00Z"},{"alias_kind":"arxiv_version","alias_value":"2309.11531v2","created_at":"2026-07-05T09:12:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2309.11531","created_at":"2026-07-05T09:12:00Z"},{"alias_kind":"pith_short_12","alias_value":"VJCRWCLZFLB3","created_at":"2026-07-05T09:12:00Z"},{"alias_kind":"pith_short_16","alias_value":"VJCRWCLZFLB34A7D","created_at":"2026-07-05T09:12:00Z"},{"alias_kind":"pith_short_8","alias_value":"VJCRWCLZ","created_at":"2026-07-05T09:12:00Z"}],"graph_snapshots":[{"event_id":"sha256:b65e4439fde3c7748d7051bf38a1f884791a428f3f89650fb89f7bf35cdb2b7d","target":"graph","created_at":"2026-07-05T09:12:00Z","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/2309.11531/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Quantization is a key method for deploying deep neural networks on edge devices with limited memory and computation resources. Recent improvements in Post-Training Quantization (PTQ) methods were achieved by an additional local optimization process for learning the weight quantization rounding policy. However, a gap exists when employing network-wise optimization with small representative datasets. In this paper, we propose a new method for enhanced PTQ (EPTQ) that employs a network-wise quantization optimization process, which benefits from considering cross-layer dependencies during optimiza","authors_text":"Arnon Netzer, Elad Cohen, Hai Victor Habi, Ofir Gordon","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-09-20T10:50:28Z","title":"EPTQ: Enhanced Post-Training Quantization via Hessian-guided Network-wise Optimization"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2309.11531","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":"sha256:5a5fb3869a9a9ebacae06d9d45c94dee88158aec4b8edd26bb7fe9b080c0626d","target":"record","created_at":"2026-07-05T09:12:00Z","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":"7e727aed0ae103b4e479e13841b36940368bb74dfeb462f0dfdef5f4c7c601b1","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-09-20T10:50:28Z","title_canon_sha256":"2f23a6652c412e90762635bd3859ea49b5132415c7712ed6fe0c78e1b7763800"},"schema_version":"1.0","source":{"id":"2309.11531","kind":"arxiv","version":2}},"canonical_sha256":"aa451b09792ac3be03e32330de154f5427e5f6491ef74e285e94a48f413c669c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"aa451b09792ac3be03e32330de154f5427e5f6491ef74e285e94a48f413c669c","first_computed_at":"2026-07-05T09:12:00.650805Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:12:00.650805Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"kRkBmlfoJVBqVvLxO4x034NoqDsZDf8yOGit5l9cz53vGyp25m5VAdgiLimei4pWW8vsmHenPed3egguIwV4Bw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:12:00.651254Z","signed_message":"canonical_sha256_bytes"},"source_id":"2309.11531","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5a5fb3869a9a9ebacae06d9d45c94dee88158aec4b8edd26bb7fe9b080c0626d","sha256:b65e4439fde3c7748d7051bf38a1f884791a428f3f89650fb89f7bf35cdb2b7d"],"state_sha256":"4b7b6398dc1142626c01a265120b935d724db8858cb3028560bcf4870606f10a"}