{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2022:UAQ3TS2Y6R3IXH25KNN77YSCKX","short_pith_number":"pith:UAQ3TS2Y","schema_version":"1.0","canonical_sha256":"a021b9cb58f4768b9f5d535bffe24255fe232c427dc5dfbab6757f1eae58c268","source":{"kind":"arxiv","id":"2210.03230","version":1},"attestation_state":"computed","paper":{"title":"NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","stat.ML"],"primary_cat":"cs.LG","authors_text":"Arber Zela, Arjun Krishnakumar, Colin White, Frank Hutter, Mahmoud Safari, Renbo Tu","submitted_at":"2022-10-06T21:56:26Z","abstract_excerpt":"Zero-cost proxies (ZC proxies) are a recent architecture performance prediction technique aiming to significantly speed up algorithms for neural architecture search (NAS). Recent work has shown that these techniques show great promise, but certain aspects, such as evaluating and exploiting their complementary strengths, are under-studied. In this work, we create NAS-Bench-Suite: we evaluate 13 ZC proxies across 28 tasks, creating by far the largest dataset (and unified codebase) for ZC proxies, enabling orders-of-magnitude faster experiments on ZC proxies, while avoiding confounding factors st"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2210.03230","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2022-10-06T21:56:26Z","cross_cats_sorted":["cs.AI","stat.ML"],"title_canon_sha256":"307bb322d6f646194c86387f8473170af3570fbffc449a4c4bc2173614f6764b","abstract_canon_sha256":"235ea01bc955adc8ebf657eaadf14adf9f40a8a76507379a49099fc65f0bb1ba"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T05:04:17.545914Z","signature_b64":"j4MmhchCmpyBZZP8b80KuvqbCQKvLqqQKtuC0nzb7D5MXNgBcBu/FyRsE9uNL+HMdBuBI8RFNvs+TxM4CvlQBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"a021b9cb58f4768b9f5d535bffe24255fe232c427dc5dfbab6757f1eae58c268","last_reissued_at":"2026-07-05T05:04:17.545324Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T05:04:17.545324Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"NAS-Bench-Suite-Zero: Accelerating Research on Zero Cost Proxies","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","stat.ML"],"primary_cat":"cs.LG","authors_text":"Arber Zela, Arjun Krishnakumar, Colin White, Frank Hutter, Mahmoud Safari, Renbo Tu","submitted_at":"2022-10-06T21:56:26Z","abstract_excerpt":"Zero-cost proxies (ZC proxies) are a recent architecture performance prediction technique aiming to significantly speed up algorithms for neural architecture search (NAS). Recent work has shown that these techniques show great promise, but certain aspects, such as evaluating and exploiting their complementary strengths, are under-studied. In this work, we create NAS-Bench-Suite: we evaluate 13 ZC proxies across 28 tasks, creating by far the largest dataset (and unified codebase) for ZC proxies, enabling orders-of-magnitude faster experiments on ZC proxies, while avoiding confounding factors st"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2210.03230","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2210.03230/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2210.03230","created_at":"2026-07-05T05:04:17.545394+00:00"},{"alias_kind":"arxiv_version","alias_value":"2210.03230v1","created_at":"2026-07-05T05:04:17.545394+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2210.03230","created_at":"2026-07-05T05:04:17.545394+00:00"},{"alias_kind":"pith_short_12","alias_value":"UAQ3TS2Y6R3I","created_at":"2026-07-05T05:04:17.545394+00:00"},{"alias_kind":"pith_short_16","alias_value":"UAQ3TS2Y6R3IXH25","created_at":"2026-07-05T05:04:17.545394+00:00"},{"alias_kind":"pith_short_8","alias_value":"UAQ3TS2Y","created_at":"2026-07-05T05:04:17.545394+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/UAQ3TS2Y6R3IXH25KNN77YSCKX","json":"https://pith.science/pith/UAQ3TS2Y6R3IXH25KNN77YSCKX.json","graph_json":"https://pith.science/api/pith-number/UAQ3TS2Y6R3IXH25KNN77YSCKX/graph.json","events_json":"https://pith.science/api/pith-number/UAQ3TS2Y6R3IXH25KNN77YSCKX/events.json","paper":"https://pith.science/paper/UAQ3TS2Y"},"agent_actions":{"view_html":"https://pith.science/pith/UAQ3TS2Y6R3IXH25KNN77YSCKX","download_json":"https://pith.science/pith/UAQ3TS2Y6R3IXH25KNN77YSCKX.json","view_paper":"https://pith.science/paper/UAQ3TS2Y","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2210.03230&json=true","fetch_graph":"https://pith.science/api/pith-number/UAQ3TS2Y6R3IXH25KNN77YSCKX/graph.json","fetch_events":"https://pith.science/api/pith-number/UAQ3TS2Y6R3IXH25KNN77YSCKX/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/UAQ3TS2Y6R3IXH25KNN77YSCKX/action/timestamp_anchor","attest_storage":"https://pith.science/pith/UAQ3TS2Y6R3IXH25KNN77YSCKX/action/storage_attestation","attest_author":"https://pith.science/pith/UAQ3TS2Y6R3IXH25KNN77YSCKX/action/author_attestation","sign_citation":"https://pith.science/pith/UAQ3TS2Y6R3IXH25KNN77YSCKX/action/citation_signature","submit_replication":"https://pith.science/pith/UAQ3TS2Y6R3IXH25KNN77YSCKX/action/replication_record"}},"created_at":"2026-07-05T05:04:17.545394+00:00","updated_at":"2026-07-05T05:04:17.545394+00:00"}