{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:C353MZAP2CZ3K6WHTUUDC27SF6","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":"3f0b24b7bb3026eef15e2cb99c12a505e771d4a7438ccc01bbbee6bb7d9482b6","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2017-11-18T02:33:39Z","title_canon_sha256":"0add87069533a3bf614ae220aa0876b2ae841b8e25ca8ffe00f75071116eb949"},"schema_version":"1.0","source":{"id":"1711.06798","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1711.06798","created_at":"2026-05-18T00:18:09Z"},{"alias_kind":"arxiv_version","alias_value":"1711.06798v3","created_at":"2026-05-18T00:18:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1711.06798","created_at":"2026-05-18T00:18:09Z"},{"alias_kind":"pith_short_12","alias_value":"C353MZAP2CZ3","created_at":"2026-05-18T12:31:08Z"},{"alias_kind":"pith_short_16","alias_value":"C353MZAP2CZ3K6WH","created_at":"2026-05-18T12:31:08Z"},{"alias_kind":"pith_short_8","alias_value":"C353MZAP","created_at":"2026-05-18T12:31:08Z"}],"graph_snapshots":[{"event_id":"sha256:f0c69ea994f48a4347426f498d1ccfd7a2eff5479b994b6f2cfb155a502ffaaf","target":"graph","created_at":"2026-05-18T00:18:09Z","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"},"paper":{"abstract_excerpt":"We present MorphNet, an approach to automate the design of neural network structures. MorphNet iteratively shrinks and expands a network, shrinking via a resource-weighted sparsifying regularizer on activations and expanding via a uniform multiplicative factor on all layers. In contrast to previous approaches, our method is scalable to large networks, adaptable to specific resource constraints (e.g. the number of floating-point operations per inference), and capable of increasing the network's performance. When applied to standard network architectures on a wide variety of datasets, our approa","authors_text":"Ariel Gordon, Bo Chen, Edward Choi, Elad Eban, Hao Wu, Ofir Nachum, Tien-Ju Yang","cross_cats":["stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2017-11-18T02:33:39Z","title":"MorphNet: Fast & Simple Resource-Constrained Structure Learning of Deep Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1711.06798","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":"sha256:1df1cd1037319a372d06e54cef4f3a9f95e22bdfeca89272d341b0e8b39fda50","target":"record","created_at":"2026-05-18T00:18:09Z","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":"3f0b24b7bb3026eef15e2cb99c12a505e771d4a7438ccc01bbbee6bb7d9482b6","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2017-11-18T02:33:39Z","title_canon_sha256":"0add87069533a3bf614ae220aa0876b2ae841b8e25ca8ffe00f75071116eb949"},"schema_version":"1.0","source":{"id":"1711.06798","kind":"arxiv","version":3}},"canonical_sha256":"16fbb6640fd0b3b57ac79d28316bf22f8ad90f732decbb73fe45c52e6b633c26","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"16fbb6640fd0b3b57ac79d28316bf22f8ad90f732decbb73fe45c52e6b633c26","first_computed_at":"2026-05-18T00:18:09.361815Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:18:09.361815Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"i3bTh3FpAT1ulFbUSsW3zFimbauTVEjnbpZqZr0/6PIBYSgCBS3pRmdTSzq3nJp7W5KRbxputlkcpUBtkDyqDQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:18:09.362449Z","signed_message":"canonical_sha256_bytes"},"source_id":"1711.06798","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1df1cd1037319a372d06e54cef4f3a9f95e22bdfeca89272d341b0e8b39fda50","sha256:f0c69ea994f48a4347426f498d1ccfd7a2eff5479b994b6f2cfb155a502ffaaf"],"state_sha256":"4bb12e707ea5d77cb8d296661f0bc187b899cafccf187b0d59fabafe43de5d4f"}