{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:6HUDB6JV52ZAH7X3OSMOJ66U2K","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":"f52abb3d10b100947f09e4067ec9065ca3b934ad648766182a9ec373b62f90c5","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2022-12-23T04:02:46Z","title_canon_sha256":"2ba8f7608d817a658f87a028a70ab2107997214c28ad3a1cc39cbffbe3e2c1f1"},"schema_version":"1.0","source":{"id":"2212.12132","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2212.12132","created_at":"2026-07-05T05:27:51Z"},{"alias_kind":"arxiv_version","alias_value":"2212.12132v1","created_at":"2026-07-05T05:27:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2212.12132","created_at":"2026-07-05T05:27:51Z"},{"alias_kind":"pith_short_12","alias_value":"6HUDB6JV52ZA","created_at":"2026-07-05T05:27:51Z"},{"alias_kind":"pith_short_16","alias_value":"6HUDB6JV52ZAH7X3","created_at":"2026-07-05T05:27:51Z"},{"alias_kind":"pith_short_8","alias_value":"6HUDB6JV","created_at":"2026-07-05T05:27:51Z"}],"graph_snapshots":[{"event_id":"sha256:fe6c67cae9e70a5cb516dd45bc3b24b75554892c796a883db0b3f8ffd59e43a5","target":"graph","created_at":"2026-07-05T05:27:51Z","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/2212.12132/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Neural Architecture Search (NAS) is an automatic technique that can search for well-performed architectures for a specific task. Although NAS surpasses human-designed architecture in many fields, the high computational cost of architecture evaluation it requires hinders its development. A feasible solution is to directly evaluate some metrics in the initial stage of the architecture without any training. NAS without training (WOT) score is such a metric, which estimates the final trained accuracy of the architecture through the ability to distinguish different inputs in the activation layer. H","authors_text":"Haipeng Li, Shuaicheng Liu, Yanan Sun, Yuqiao Liu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2022-12-23T04:02:46Z","title":"DAS: Neural Architecture Search via Distinguishing Activation Score"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2212.12132","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":"sha256:7e6d50f9554b2a09ee57f31c7cdbb0a05d3533bb05f87ebd376b81898552ac0f","target":"record","created_at":"2026-07-05T05:27:51Z","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":"f52abb3d10b100947f09e4067ec9065ca3b934ad648766182a9ec373b62f90c5","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2022-12-23T04:02:46Z","title_canon_sha256":"2ba8f7608d817a658f87a028a70ab2107997214c28ad3a1cc39cbffbe3e2c1f1"},"schema_version":"1.0","source":{"id":"2212.12132","kind":"arxiv","version":1}},"canonical_sha256":"f1e830f935eeb203fefb7498e4fbd4d2a67fd2621764d1d75d04a740b37bac48","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f1e830f935eeb203fefb7498e4fbd4d2a67fd2621764d1d75d04a740b37bac48","first_computed_at":"2026-07-05T05:27:51.754175Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:27:51.754175Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"idAaFsg9YIb8Ur3hdbyQy0iIojZ4HXNb8O+dQcwl1uKqrr22mxiQDidxBvLrueleDIlDfSWuufWHiEjj4tVMCg==","signature_status":"signed_v1","signed_at":"2026-07-05T05:27:51.754660Z","signed_message":"canonical_sha256_bytes"},"source_id":"2212.12132","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7e6d50f9554b2a09ee57f31c7cdbb0a05d3533bb05f87ebd376b81898552ac0f","sha256:fe6c67cae9e70a5cb516dd45bc3b24b75554892c796a883db0b3f8ffd59e43a5"],"state_sha256":"907517d2495c751d521c19895a51d26da4275442dc02921c942bc14660a81aad"}