{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:KUDS33T47SIDSFZWANT74UUBHF","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":"2b09301ea5eb1d3d1fdb10d30fff7529afa303818f93058351c8bc6c3af79dbf","cross_cats_sorted":["cs.LG","eess.SP"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AR","submitted_at":"2020-07-17T12:56:58Z","title_canon_sha256":"c422fdffdba6964d92ec8c7705492fe209f4f855ba2486d3c1c11d0ce9bf964e"},"schema_version":"1.0","source":{"id":"2007.08952","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2007.08952","created_at":"2026-07-05T01:19:59Z"},{"alias_kind":"arxiv_version","alias_value":"2007.08952v1","created_at":"2026-07-05T01:19:59Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2007.08952","created_at":"2026-07-05T01:19:59Z"},{"alias_kind":"pith_short_12","alias_value":"KUDS33T47SID","created_at":"2026-07-05T01:19:59Z"},{"alias_kind":"pith_short_16","alias_value":"KUDS33T47SIDSFZW","created_at":"2026-07-05T01:19:59Z"},{"alias_kind":"pith_short_8","alias_value":"KUDS33T4","created_at":"2026-07-05T01:19:59Z"}],"graph_snapshots":[{"event_id":"sha256:272a7e974cbe08c46d0f19846a710354f3f9f0c684e5f3aa6b4ae2b5c1bf2afd","target":"graph","created_at":"2026-07-05T01:19:59Z","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/2007.08952/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Binary Neural Networks (BNNs) have been shown to be robust to random bit-level noise, making aggressive voltage scaling attractive as a power-saving technique for both logic and SRAMs. In this work, we introduce the first fully programmable IoT end-node system-on-chip (SoC) capable of executing software-defined, hardware-accelerated BNNs at ultra-low voltage. Our SoC exploits a hybrid memory scheme where error-vulnerable SRAMs are complemented by reliable standard-cell memories to safely store critical data under aggressive voltage scaling. On a prototype in 22nm FDX technology, we demonstrate","authors_text":"Alfio Di Mauro, Davide Rossi, Francesco Conti, Luca Benini, Pasquale Davide Schiavone","cross_cats":["cs.LG","eess.SP"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AR","submitted_at":"2020-07-17T12:56:58Z","title":"Always-On 674uW @ 4GOP/s Error Resilient Binary Neural Networks with Aggressive SRAM Voltage Scaling on a 22nm IoT End-Node"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2007.08952","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":"sha256:4855a94d472580fdb3bcc788c9f2407bd63721fc52b394e35dd5998b067911b2","target":"record","created_at":"2026-07-05T01:19:59Z","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":"2b09301ea5eb1d3d1fdb10d30fff7529afa303818f93058351c8bc6c3af79dbf","cross_cats_sorted":["cs.LG","eess.SP"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AR","submitted_at":"2020-07-17T12:56:58Z","title_canon_sha256":"c422fdffdba6964d92ec8c7705492fe209f4f855ba2486d3c1c11d0ce9bf964e"},"schema_version":"1.0","source":{"id":"2007.08952","kind":"arxiv","version":1}},"canonical_sha256":"55072dee7cfc903917360367fe5281397f61fc9ef682eef20ea1d42db85783f2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"55072dee7cfc903917360367fe5281397f61fc9ef682eef20ea1d42db85783f2","first_computed_at":"2026-07-05T01:19:59.222241Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:19:59.222241Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"HbUG5lDusciQ70ku02Otudwv6dWjUnvn2ps9GDx8STdVpxFu2655Hb2U0xsA7BwQYaMa5i/Q3o2N8zSxJOuwAw==","signature_status":"signed_v1","signed_at":"2026-07-05T01:19:59.222737Z","signed_message":"canonical_sha256_bytes"},"source_id":"2007.08952","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4855a94d472580fdb3bcc788c9f2407bd63721fc52b394e35dd5998b067911b2","sha256:272a7e974cbe08c46d0f19846a710354f3f9f0c684e5f3aa6b4ae2b5c1bf2afd"],"state_sha256":"5230a15b89866f30a74e6760e92ba4d7ee0bb75a4f6d527ff5f74395160d8a50"}