{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:WWDKMGSSZ5PFX6LWK6DTK2TB4J","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":"1af2093693f8af15f0583d7a6eeddb3d37ef6eb8bce35f6426d30489a475051e","cross_cats_sorted":["cs.CV","cs.NE","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-01-28T15:50:22Z","title_canon_sha256":"24f2e16c07d9af32595c8a13bf9162f12fcc3e354ab6f8faf6f6b80f15685afe"},"schema_version":"1.0","source":{"id":"2001.10422","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2001.10422","created_at":"2026-07-05T00:54:32Z"},{"alias_kind":"arxiv_version","alias_value":"2001.10422v2","created_at":"2026-07-05T00:54:32Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2001.10422","created_at":"2026-07-05T00:54:32Z"},{"alias_kind":"pith_short_12","alias_value":"WWDKMGSSZ5PF","created_at":"2026-07-05T00:54:32Z"},{"alias_kind":"pith_short_16","alias_value":"WWDKMGSSZ5PFX6LW","created_at":"2026-07-05T00:54:32Z"},{"alias_kind":"pith_short_8","alias_value":"WWDKMGSS","created_at":"2026-07-05T00:54:32Z"}],"graph_snapshots":[{"event_id":"sha256:b52d3e1a5abd6ab767c803f89510315e3133be4f4ddb47edb145bd4a056b5b7c","target":"graph","created_at":"2026-07-05T00:54:32Z","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/2001.10422/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"One-shot neural architecture search (NAS) has played a crucial role in making NAS methods computationally feasible in practice. Nevertheless, there is still a lack of understanding on how these weight-sharing algorithms exactly work due to the many factors controlling the dynamics of the process. In order to allow a scientific study of these components, we introduce a general framework for one-shot NAS that can be instantiated to many recently-introduced variants and introduce a general benchmarking framework that draws on the recent large-scale tabular benchmark NAS-Bench-101 for cheap anytim","authors_text":"Arber Zela, Frank Hutter, Julien Siems","cross_cats":["cs.CV","cs.NE","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-01-28T15:50:22Z","title":"NAS-Bench-1Shot1: Benchmarking and Dissecting One-shot Neural Architecture Search"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2001.10422","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":"sha256:81fa1bdadb4be6e8fa53dfe8051619857e4bf1993187f450815066db7d4534dc","target":"record","created_at":"2026-07-05T00:54:32Z","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":"1af2093693f8af15f0583d7a6eeddb3d37ef6eb8bce35f6426d30489a475051e","cross_cats_sorted":["cs.CV","cs.NE","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-01-28T15:50:22Z","title_canon_sha256":"24f2e16c07d9af32595c8a13bf9162f12fcc3e354ab6f8faf6f6b80f15685afe"},"schema_version":"1.0","source":{"id":"2001.10422","kind":"arxiv","version":2}},"canonical_sha256":"b586a61a52cf5e5bf9765787356a61e27195a5c791d6ea001e0abf0518bac340","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b586a61a52cf5e5bf9765787356a61e27195a5c791d6ea001e0abf0518bac340","first_computed_at":"2026-07-05T00:54:32.144292Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:54:32.144292Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"5fhSyFDVBsmBFn3p0ON8KANu8EPI80YZU3TwhWdXmDghEPAyRN88E7b8vvJxvoHv3NOu/+3kDo2ujqcS01aTAA==","signature_status":"signed_v1","signed_at":"2026-07-05T00:54:32.144762Z","signed_message":"canonical_sha256_bytes"},"source_id":"2001.10422","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:81fa1bdadb4be6e8fa53dfe8051619857e4bf1993187f450815066db7d4534dc","sha256:b52d3e1a5abd6ab767c803f89510315e3133be4f4ddb47edb145bd4a056b5b7c"],"state_sha256":"2995fcc21a9c03cd51760917773e787f69b7be02e53e12c033ba025338c9c431"}