{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:HKXUMCZEP2QATSMLAX3SPC5QYL","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":"24a230894db10d45abfbbc810a5e7be35b82e371275b372bee2f026a03e370cc","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-06-12T13:40:31Z","title_canon_sha256":"3e1a362a5c1fe6926ce97327c4af9e188afa1b1cb407bf91ae7edc1f0e2ad2bf"},"schema_version":"1.0","source":{"id":"2606.24900","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.24900","created_at":"2026-06-25T00:17:45Z"},{"alias_kind":"arxiv_version","alias_value":"2606.24900v1","created_at":"2026-06-25T00:17:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.24900","created_at":"2026-06-25T00:17:45Z"},{"alias_kind":"pith_short_12","alias_value":"HKXUMCZEP2QA","created_at":"2026-06-25T00:17:45Z"},{"alias_kind":"pith_short_16","alias_value":"HKXUMCZEP2QATSML","created_at":"2026-06-25T00:17:45Z"},{"alias_kind":"pith_short_8","alias_value":"HKXUMCZE","created_at":"2026-06-25T00:17:45Z"}],"graph_snapshots":[{"event_id":"sha256:f60a68e777d3f4875fda0f6d996a83053c9e98f8d002b6ae2b6892bd70bada26","target":"graph","created_at":"2026-06-25T00:17:45Z","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/2606.24900/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper proposes a new approach to near-sensor computing, in which a lightweight Neural Architecture Search (NAS) is performed directly on the deployment device to find the best tiny neural architecture for analyzing the real-time data acquired through sensors. This new adaptation capability can be particularly useful in the case of human-machine interfaces for which the neural network analyzing the biometrical data can be re-designed each time the user changes, after a guided data collection procedure, fighting the typical data variations between individuals on a new level. To implement th","authors_text":"Andrea Mattia Garavagno, Antonio Frisoli, Claudio Loconsole, Edoardo Ragusa, Paolo Gastaldo","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-06-12T13:40:31Z","title":"On-Device Neural Architecture Search"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.24900","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":"sha256:411b03ce15dce2a9762a3dbc281ffdf8d5c2f4e99cf99d3c3cfbd921b70f5dbb","target":"record","created_at":"2026-06-25T00:17:45Z","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":"24a230894db10d45abfbbc810a5e7be35b82e371275b372bee2f026a03e370cc","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-06-12T13:40:31Z","title_canon_sha256":"3e1a362a5c1fe6926ce97327c4af9e188afa1b1cb407bf91ae7edc1f0e2ad2bf"},"schema_version":"1.0","source":{"id":"2606.24900","kind":"arxiv","version":1}},"canonical_sha256":"3aaf460b247ea009c98b05f7278bb0c2c8f24e011506c8cc87d276532845a2e3","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3aaf460b247ea009c98b05f7278bb0c2c8f24e011506c8cc87d276532845a2e3","first_computed_at":"2026-06-25T00:17:45.535328Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-25T00:17:45.535328Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"5hDnNeM4PKo0GPJomq93xZlsUmKOYB5OT28bd7IPzxJVdzEo3LOchcDprTQnUNv/i9/bh7YU/m7Pi0Cy/LPQAA==","signature_status":"signed_v1","signed_at":"2026-06-25T00:17:45.535807Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.24900","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:411b03ce15dce2a9762a3dbc281ffdf8d5c2f4e99cf99d3c3cfbd921b70f5dbb","sha256:f60a68e777d3f4875fda0f6d996a83053c9e98f8d002b6ae2b6892bd70bada26"],"state_sha256":"e2107ed14591cb0d2edadb3085d380b6f443173cad53a997ccae0abbaa69eb85"}