{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:A67TLN5YLPJWA7JY6UPOZATQXS","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":"6789d901dadc9f62d22603b000d1100418a9ec6410cdf2cbb0e8088e14916b6f","cross_cats_sorted":["cs.AR","cs.CV","cs.NE","eess.SP"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.OH","submitted_at":"2017-11-21T09:54:37Z","title_canon_sha256":"ddbf9bf379bc1607396024a766680d49ca00eb62b5c65ba2cff073e4f05d7ea2"},"schema_version":"1.0","source":{"id":"1712.01743","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1712.01743","created_at":"2026-05-18T00:28:47Z"},{"alias_kind":"arxiv_version","alias_value":"1712.01743v1","created_at":"2026-05-18T00:28:47Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1712.01743","created_at":"2026-05-18T00:28:47Z"},{"alias_kind":"pith_short_12","alias_value":"A67TLN5YLPJW","created_at":"2026-05-18T12:31:05Z"},{"alias_kind":"pith_short_16","alias_value":"A67TLN5YLPJWA7JY","created_at":"2026-05-18T12:31:05Z"},{"alias_kind":"pith_short_8","alias_value":"A67TLN5Y","created_at":"2026-05-18T12:31:05Z"}],"graph_snapshots":[{"event_id":"sha256:f1c5e4234d9ec2c25f2c915916190272e95c668342b2503963a1a1b032bccf17","target":"graph","created_at":"2026-05-18T00:28:47Z","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":"Design automation in general, and in particular logic synthesis, can play a key role in enabling the design of application-specific Binarized Neural Networks (BNN). This paper presents the hardware design and synthesis of a purely combinational BNN for ultra-low power near-sensor processing. We leverage the major opportunities raised by BNN models, which consist mostly of logical bit-wise operations and integer counting and comparisons, for pushing ultra-low power deep learning circuits close to the sensor and coupling it with binarized mixed-signal image sensor data. We analyze area, power an","authors_text":"Luca Benini, Lukas Cavigelli, Manuele Rusci","cross_cats":["cs.AR","cs.CV","cs.NE","eess.SP"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.OH","submitted_at":"2017-11-21T09:54:37Z","title":"Design Automation for Binarized Neural Networks: A Quantum Leap Opportunity?"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1712.01743","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":"sha256:2e47aea2da611df04a07e6463a241e9b2f070b53d00f2497e62bc8210493708a","target":"record","created_at":"2026-05-18T00:28:47Z","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":"6789d901dadc9f62d22603b000d1100418a9ec6410cdf2cbb0e8088e14916b6f","cross_cats_sorted":["cs.AR","cs.CV","cs.NE","eess.SP"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.OH","submitted_at":"2017-11-21T09:54:37Z","title_canon_sha256":"ddbf9bf379bc1607396024a766680d49ca00eb62b5c65ba2cff073e4f05d7ea2"},"schema_version":"1.0","source":{"id":"1712.01743","kind":"arxiv","version":1}},"canonical_sha256":"07bf35b7b85bd3607d38f51eec8270bc98be8e903731ef329af47cefbadebf02","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"07bf35b7b85bd3607d38f51eec8270bc98be8e903731ef329af47cefbadebf02","first_computed_at":"2026-05-18T00:28:47.678258Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:28:47.678258Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"k0ia49SjIU/QX9XYkDOVjGM4XTKuZyS7GqSD2pRv3tsDetoEa/T8f3ut932Qfg1IMhVKWZRH2EA8YvsfdMc9AQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:28:47.678915Z","signed_message":"canonical_sha256_bytes"},"source_id":"1712.01743","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2e47aea2da611df04a07e6463a241e9b2f070b53d00f2497e62bc8210493708a","sha256:f1c5e4234d9ec2c25f2c915916190272e95c668342b2503963a1a1b032bccf17"],"state_sha256":"003658a86ae4241e81c62cd6c98bc09719fc022eaeeb4083b84c3a3498d25400"}