{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:KGSNICWJKFJY6BBARIGWFOE37Z","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":"052038448021aca2ed710f1e8fb5fdabb6cdaffdb1bd0f1f559f6a2f8e8def10","cross_cats_sorted":[],"license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"cs.CV","submitted_at":"2020-09-14T04:38:07Z","title_canon_sha256":"04b19b7d71253dc718c04026124a00a0f5b9ecb98d581627aacd70893ba2e5d9"},"schema_version":"1.0","source":{"id":"2009.06193","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2009.06193","created_at":"2026-07-05T02:57:09Z"},{"alias_kind":"arxiv_version","alias_value":"2009.06193v3","created_at":"2026-07-05T02:57:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2009.06193","created_at":"2026-07-05T02:57:09Z"},{"alias_kind":"pith_short_12","alias_value":"KGSNICWJKFJY","created_at":"2026-07-05T02:57:09Z"},{"alias_kind":"pith_short_16","alias_value":"KGSNICWJKFJY6BBA","created_at":"2026-07-05T02:57:09Z"},{"alias_kind":"pith_short_8","alias_value":"KGSNICWJ","created_at":"2026-07-05T02:57:09Z"}],"graph_snapshots":[{"event_id":"sha256:a24dba036b5c0eae21fbf9bd3768a1d1f56a9042514db580119900d6963e37b0","target":"graph","created_at":"2026-07-05T02:57:09Z","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/2009.06193/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Despite the remarkable successes of Convolutional Neural Networks (CNNs) in computer vision, it is time-consuming and error-prone to manually design a CNN. Among various Neural Architecture Search (NAS) methods that are motivated to automate designs of high-performance CNNs, the differentiable NAS and population-based NAS are attracting increasing interests due to their unique characters. To benefit from the merits while overcoming the deficiencies of both, this work proposes a novel NAS method, RelativeNAS. As the key to efficient search, RelativeNAS performs joint learning between fast-learn","authors_text":"Changxiao Qiu, Cheng He, Fan Yang, Hao Tan, Ping Luo, Ran Cheng, Shihua Huang","cross_cats":[],"headline":"","license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"cs.CV","submitted_at":"2020-09-14T04:38:07Z","title":"RelativeNAS: Relative Neural Architecture Search via Slow-Fast Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2009.06193","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":"sha256:57674a4dc1d9b3f146317cfd75ac24882d0de211c8e35e3ecd77a8a4e239a2e5","target":"record","created_at":"2026-07-05T02:57:09Z","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":"052038448021aca2ed710f1e8fb5fdabb6cdaffdb1bd0f1f559f6a2f8e8def10","cross_cats_sorted":[],"license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"cs.CV","submitted_at":"2020-09-14T04:38:07Z","title_canon_sha256":"04b19b7d71253dc718c04026124a00a0f5b9ecb98d581627aacd70893ba2e5d9"},"schema_version":"1.0","source":{"id":"2009.06193","kind":"arxiv","version":3}},"canonical_sha256":"51a4d40ac951538f04208a0d62b89bfe74b8a6b0164f4731e35122d980a7671a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"51a4d40ac951538f04208a0d62b89bfe74b8a6b0164f4731e35122d980a7671a","first_computed_at":"2026-07-05T02:57:09.046479Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:57:09.046479Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Sa1oTnEJ2cam9ZyPcquubr9ZtoFYMB5qSNTlicw7ik+3OEWsWIQI3X/GWPQAUONb3h9BvkQ66gsL1t/N5qzyCw==","signature_status":"signed_v1","signed_at":"2026-07-05T02:57:09.046870Z","signed_message":"canonical_sha256_bytes"},"source_id":"2009.06193","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:57674a4dc1d9b3f146317cfd75ac24882d0de211c8e35e3ecd77a8a4e239a2e5","sha256:a24dba036b5c0eae21fbf9bd3768a1d1f56a9042514db580119900d6963e37b0"],"state_sha256":"6803da6e9e69a307244773041ad11ddcaaa9f4041d4c22a7c8839516b7c893a9"}