{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:FL2ABKJ7HUTDUUSTFHPO4TVGIK","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":"5e1e9bb5f0f75ac2f28eb1120668dfcb447548c0a3c34a6b47c4817acfb15189","cross_cats_sorted":["cs.CV","stat.ML"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2020-06-08T14:53:56Z","title_canon_sha256":"d14c34ee6ccbdfea9414ffa021d4510a0b172f0579ba8e32af6a5cc9929ac777"},"schema_version":"1.0","source":{"id":"2006.04647","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2006.04647","created_at":"2026-07-05T02:48:17Z"},{"alias_kind":"arxiv_version","alias_value":"2006.04647v3","created_at":"2026-07-05T02:48:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2006.04647","created_at":"2026-07-05T02:48:17Z"},{"alias_kind":"pith_short_12","alias_value":"FL2ABKJ7HUTD","created_at":"2026-07-05T02:48:17Z"},{"alias_kind":"pith_short_16","alias_value":"FL2ABKJ7HUTDUUST","created_at":"2026-07-05T02:48:17Z"},{"alias_kind":"pith_short_8","alias_value":"FL2ABKJ7","created_at":"2026-07-05T02:48:17Z"}],"graph_snapshots":[{"event_id":"sha256:1ccb94a53f3485a810dc0baaf832e984b915e9024fb5afe5ee4ed3c45462e12a","target":"graph","created_at":"2026-07-05T02:48:17Z","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/2006.04647/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The time and effort involved in hand-designing deep neural networks is immense. This has prompted the development of Neural Architecture Search (NAS) techniques to automate this design. However, NAS algorithms tend to be slow and expensive; they need to train vast numbers of candidate networks to inform the search process. This could be alleviated if we could partially predict a network's trained accuracy from its initial state. In this work, we examine the overlap of activations between datapoints in untrained networks and motivate how this can give a measure which is usefully indicative of a","authors_text":"Amos Storkey, Elliot J. Crowley, Jack Turner, Joseph Mellor","cross_cats":["cs.CV","stat.ML"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2020-06-08T14:53:56Z","title":"Neural Architecture Search without Training"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2006.04647","kind":"arxiv","version":3},"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":"sha256:692af7af30b7d99dcfb0954be2f6ad19ddd41c590ac84f09097be0ec1a94a144","target":"record","created_at":"2026-07-05T02:48:17Z","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":"5e1e9bb5f0f75ac2f28eb1120668dfcb447548c0a3c34a6b47c4817acfb15189","cross_cats_sorted":["cs.CV","stat.ML"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2020-06-08T14:53:56Z","title_canon_sha256":"d14c34ee6ccbdfea9414ffa021d4510a0b172f0579ba8e32af6a5cc9929ac777"},"schema_version":"1.0","source":{"id":"2006.04647","kind":"arxiv","version":3}},"canonical_sha256":"2af400a93f3d263a525329deee4ea6428decf38faf0b8af4886af42df94fbd9d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2af400a93f3d263a525329deee4ea6428decf38faf0b8af4886af42df94fbd9d","first_computed_at":"2026-07-05T02:48:17.085236Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:48:17.085236Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"/1m5jadKdXR1God8MmSsCaUeahuahYTCs8Gs46QSPOAmSIurT7ZhgVX672UpkLULUkyV8JqGPVbbgQTgKToqAA==","signature_status":"signed_v1","signed_at":"2026-07-05T02:48:17.085743Z","signed_message":"canonical_sha256_bytes"},"source_id":"2006.04647","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:692af7af30b7d99dcfb0954be2f6ad19ddd41c590ac84f09097be0ec1a94a144","sha256:1ccb94a53f3485a810dc0baaf832e984b915e9024fb5afe5ee4ed3c45462e12a"],"state_sha256":"4f85d38a7f5d35d3f07ce9667bf0b909742e647b9daef045cfd746aac97aa2e9"}