{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:Y5RYQVGIWAEPPJF43XDXHYUHE4","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":"d154c38a11bf592e982fcf1585772e8019b6aabaf169bcb97752fe9f90cf2f04","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-03-19T19:12:19Z","title_canon_sha256":"69da737a71cf90318af51aa9c96f802990937ba62b6847c2a78897bf21fe6731"},"schema_version":"1.0","source":{"id":"1803.07125","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1803.07125","created_at":"2026-05-18T00:20:23Z"},{"alias_kind":"arxiv_version","alias_value":"1803.07125v2","created_at":"2026-05-18T00:20:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1803.07125","created_at":"2026-05-18T00:20:23Z"},{"alias_kind":"pith_short_12","alias_value":"Y5RYQVGIWAEP","created_at":"2026-05-18T12:33:04Z"},{"alias_kind":"pith_short_16","alias_value":"Y5RYQVGIWAEPPJF4","created_at":"2026-05-18T12:33:04Z"},{"alias_kind":"pith_short_8","alias_value":"Y5RYQVGI","created_at":"2026-05-18T12:33:04Z"}],"graph_snapshots":[{"event_id":"sha256:2edd96c4124875139f1ea9b05cff66336993554317e9186cf55d9dd3c042a5ca","target":"graph","created_at":"2026-05-18T00:20:23Z","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":"Memory and computation efficient deep learning architec- tures are crucial to continued proliferation of machine learning capabili- ties to new platforms and systems. Binarization of operations in convo- lutional neural networks has shown promising results in reducing model size and computing efficiency. In this paper, we tackle the problem us- ing a strategy different from the existing literature by proposing local binary pattern networks or LBPNet, that is able to learn and perform binary operations in an end-to-end fashion. LBPNet1 uses local binary comparisons and random projection in plac","authors_text":"Jeng-Hau Lin, Rajesh Gupta, Yunfan Yang, Zhuowen Tu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-03-19T19:12:19Z","title":"Local Binary Pattern Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1803.07125","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":"sha256:63d1d40a6ee4aa0b355e8a933ba7479871a3cda41cf79031f85673613275fd81","target":"record","created_at":"2026-05-18T00:20:23Z","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":"d154c38a11bf592e982fcf1585772e8019b6aabaf169bcb97752fe9f90cf2f04","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-03-19T19:12:19Z","title_canon_sha256":"69da737a71cf90318af51aa9c96f802990937ba62b6847c2a78897bf21fe6731"},"schema_version":"1.0","source":{"id":"1803.07125","kind":"arxiv","version":2}},"canonical_sha256":"c7638854c8b008f7a4bcddc773e287271f96dbf53bef31d377a3493e16bfe6e5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c7638854c8b008f7a4bcddc773e287271f96dbf53bef31d377a3493e16bfe6e5","first_computed_at":"2026-05-18T00:20:23.725200Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:20:23.725200Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"UFAyNkUPr/Wsc/tRmTxreinl7y1tdBh1TXi6Ey0BN+mi6tphCdC/N1D/PzqWh69gyt20EfWG3mdujsYL5wIfDA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:20:23.725745Z","signed_message":"canonical_sha256_bytes"},"source_id":"1803.07125","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:63d1d40a6ee4aa0b355e8a933ba7479871a3cda41cf79031f85673613275fd81","sha256:2edd96c4124875139f1ea9b05cff66336993554317e9186cf55d9dd3c042a5ca"],"state_sha256":"7b8074cae7599b7319660ab63bc3b44b4ab35b7d120e286e88cde0265c6d6a4c"}