{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:7DLS3SYCZEJ5QRD74UQNQAVTPC","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":"f7f9cf3f4cc1d91d3ea91c14cb4619a9efdf291e023121804a5eea71440353d0","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-11-22T05:24:17Z","title_canon_sha256":"a35291c42d727f34c5162d5b33d0b7ac381536e48c0b2d34b99e0a63698d79c8"},"schema_version":"1.0","source":{"id":"1811.10413","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1811.10413","created_at":"2026-05-17T23:59:43Z"},{"alias_kind":"arxiv_version","alias_value":"1811.10413v2","created_at":"2026-05-17T23:59:43Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1811.10413","created_at":"2026-05-17T23:59:43Z"},{"alias_kind":"pith_short_12","alias_value":"7DLS3SYCZEJ5","created_at":"2026-05-18T12:32:11Z"},{"alias_kind":"pith_short_16","alias_value":"7DLS3SYCZEJ5QRD7","created_at":"2026-05-18T12:32:11Z"},{"alias_kind":"pith_short_8","alias_value":"7DLS3SYC","created_at":"2026-05-18T12:32:11Z"}],"graph_snapshots":[{"event_id":"sha256:55b0fb3451a29e7f8dd5991cbba7180035af423f39d732c0e67b40502d1dabd8","target":"graph","created_at":"2026-05-17T23:59:43Z","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"},"paper":{"abstract_excerpt":"In this paper, we propose to train convolutional neural networks (CNNs) with both binarized weights and activations, leading to quantized models specifically} for mobile devices with limited power capacity and computation resources. Previous works on quantizing CNNs seek to approximate the floating-point information using a set of discrete values, which we call value approximation, but typically assume the same architecture as the full-precision networks. In this paper, however, we take a novel 'structure approximation' view for quantization---it is very likely that a different architecture ma","authors_text":"Bohan Zhuang, Chunhua Shen, Ian Reid, Lingqiao Liu, Mingkui Tan","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-11-22T05:24:17Z","title":"Structured Binary Neural Networks for Accurate Image Classification and Semantic Segmentation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1811.10413","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:b76b671f57d8ad7fe2459e567943bb31af15ed51f7315efa8442137192f3dd55","target":"record","created_at":"2026-05-17T23:59:43Z","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":"f7f9cf3f4cc1d91d3ea91c14cb4619a9efdf291e023121804a5eea71440353d0","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-11-22T05:24:17Z","title_canon_sha256":"a35291c42d727f34c5162d5b33d0b7ac381536e48c0b2d34b99e0a63698d79c8"},"schema_version":"1.0","source":{"id":"1811.10413","kind":"arxiv","version":2}},"canonical_sha256":"f8d72dcb02c913d8447fe520d802b3788d2a37611f69c23d648417ffa6c349c9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f8d72dcb02c913d8447fe520d802b3788d2a37611f69c23d648417ffa6c349c9","first_computed_at":"2026-05-17T23:59:43.238109Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:59:43.238109Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"kaJfQI9zShNSiod4p8cuHL7Z65EfZErbfZK8lUYk7ug4/n9uI/XQf4m8qR5mDkCXfgf1wYBvYsqIFlmSDo3JAQ==","signature_status":"signed_v1","signed_at":"2026-05-17T23:59:43.238807Z","signed_message":"canonical_sha256_bytes"},"source_id":"1811.10413","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b76b671f57d8ad7fe2459e567943bb31af15ed51f7315efa8442137192f3dd55","sha256:55b0fb3451a29e7f8dd5991cbba7180035af423f39d732c0e67b40502d1dabd8"],"state_sha256":"8faf4d28d76b7ba01391456a2fb08e3d46b68566fa0868e5a38b8fee3bf900b4"}