{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:3GGVW2RLGEFPZ4G2U4REAQZIYI","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":"deb8c9311f0761b0e734c3390ae6dc8a3bbfc8ab95d915c83dd3d05239a7bfef","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-09-11T22:36:01Z","title_canon_sha256":"f7e483a4116fa349c8b24f898af9945583b12b152c45a247810ef84246725423"},"schema_version":"1.0","source":{"id":"1809.04184","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1809.04184","created_at":"2026-05-18T00:05:55Z"},{"alias_kind":"arxiv_version","alias_value":"1809.04184v1","created_at":"2026-05-18T00:05:55Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1809.04184","created_at":"2026-05-18T00:05:55Z"},{"alias_kind":"pith_short_12","alias_value":"3GGVW2RLGEFP","created_at":"2026-05-18T12:32:02Z"},{"alias_kind":"pith_short_16","alias_value":"3GGVW2RLGEFPZ4G2","created_at":"2026-05-18T12:32:02Z"},{"alias_kind":"pith_short_8","alias_value":"3GGVW2RL","created_at":"2026-05-18T12:32:02Z"}],"graph_snapshots":[{"event_id":"sha256:52687b61c8635a2b9a44ef8a013c65bf1fa28560ca29bb57b7ec4c29a4f3177c","target":"graph","created_at":"2026-05-18T00:05:55Z","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"},"paper":{"abstract_excerpt":"The design of neural network architectures is an important component for achieving state-of-the-art performance with machine learning systems across a broad array of tasks. Much work has endeavored to design and build architectures automatically through clever construction of a search space paired with simple learning algorithms. Recent progress has demonstrated that such meta-learning methods may exceed scalable human-invented architectures on image classification tasks. An open question is the degree to which such methods may generalize to new domains. In this work we explore the constructio","authors_text":"Barret Zoph, Florian Schroff, George Papandreou, Hartwig Adam, Jonathon Shlens, Liang-Chieh Chen, Maxwell D. Collins, Yukun Zhu","cross_cats":["cs.LG","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-09-11T22:36:01Z","title":"Searching for Efficient Multi-Scale Architectures for Dense Image Prediction"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1809.04184","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":"sha256:62a712824de90efd788ffc68c48685c6d110f7b335c08a9267e9ea2dd800986a","target":"record","created_at":"2026-05-18T00:05:55Z","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":"deb8c9311f0761b0e734c3390ae6dc8a3bbfc8ab95d915c83dd3d05239a7bfef","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-09-11T22:36:01Z","title_canon_sha256":"f7e483a4116fa349c8b24f898af9945583b12b152c45a247810ef84246725423"},"schema_version":"1.0","source":{"id":"1809.04184","kind":"arxiv","version":1}},"canonical_sha256":"d98d5b6a2b310afcf0daa722404328c21ed40f15d3209534be62da0290cb3bd6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d98d5b6a2b310afcf0daa722404328c21ed40f15d3209534be62da0290cb3bd6","first_computed_at":"2026-05-18T00:05:55.251559Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:05:55.251559Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"PMNOwjJIkzYrmJ4hNcLSa6kUYkwdLG5a/VSj/WTHvLEFqKob6rloyidlmRljaPRGFx9UHXLGdpL9bmDOJmupDQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:05:55.252286Z","signed_message":"canonical_sha256_bytes"},"source_id":"1809.04184","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:62a712824de90efd788ffc68c48685c6d110f7b335c08a9267e9ea2dd800986a","sha256:52687b61c8635a2b9a44ef8a013c65bf1fa28560ca29bb57b7ec4c29a4f3177c"],"state_sha256":"7c3e7e68edadce02f0481db3be4a026c6ed2a3e457f47bbe30b8384f98fbb653"}