{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:7S5UHYOXYSSWFBFFTDFSGDXHCW","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":"f0c2b4031dfedf50cc5676408a5b625ce9d10ae386b7ab18f96d890bc35eb7c0","cross_cats_sorted":["cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2017-01-12T09:48:53Z","title_canon_sha256":"9b8b34ad111db1f070492401e6eb44998f89d86a64b2ee87ce2d3abecf643f41"},"schema_version":"1.0","source":{"id":"1701.03281","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1701.03281","created_at":"2026-05-18T00:52:58Z"},{"alias_kind":"arxiv_version","alias_value":"1701.03281v1","created_at":"2026-05-18T00:52:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1701.03281","created_at":"2026-05-18T00:52:58Z"},{"alias_kind":"pith_short_12","alias_value":"7S5UHYOXYSSW","created_at":"2026-05-18T12:31:05Z"},{"alias_kind":"pith_short_16","alias_value":"7S5UHYOXYSSWFBFF","created_at":"2026-05-18T12:31:05Z"},{"alias_kind":"pith_short_8","alias_value":"7S5UHYOX","created_at":"2026-05-18T12:31:05Z"}],"graph_snapshots":[{"event_id":"sha256:52f4cd33e09f05d8d5e4ef586eb95e74930da33ceea737b22fd1427272f9da5e","target":"graph","created_at":"2026-05-18T00:52:58Z","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":"In this work we study the problem of network morphism, an effective learning scheme to morph a well-trained neural network to a new one with the network function completely preserved. Different from existing work where basic morphing types on the layer level were addressed, we target at the central problem of network morphism at a higher level, i.e., how a convolutional layer can be morphed into an arbitrary module of a neural network. To simplify the representation of a network, we abstract a module as a graph with blobs as vertices and convolutional layers as edges, based on which the morphi","authors_text":"Changhu Wang, Chang Wen Chen, Tao Wei","cross_cats":["cs.NE"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2017-01-12T09:48:53Z","title":"Modularized Morphing of Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1701.03281","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:cfb413c834461dbd565aab9051c5017230457825fb8b4b95e97dc7a7012a90dc","target":"record","created_at":"2026-05-18T00:52:58Z","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":"f0c2b4031dfedf50cc5676408a5b625ce9d10ae386b7ab18f96d890bc35eb7c0","cross_cats_sorted":["cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2017-01-12T09:48:53Z","title_canon_sha256":"9b8b34ad111db1f070492401e6eb44998f89d86a64b2ee87ce2d3abecf643f41"},"schema_version":"1.0","source":{"id":"1701.03281","kind":"arxiv","version":1}},"canonical_sha256":"fcbb43e1d7c4a56284a598cb230ee7159f383409e77bb5277b174a2cd00f4911","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fcbb43e1d7c4a56284a598cb230ee7159f383409e77bb5277b174a2cd00f4911","first_computed_at":"2026-05-18T00:52:58.049545Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:52:58.049545Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"MUDqh4f8VPmlz2mUljHOVXvzlCdJAGNjRqFY+itHSGrZdDARKkShaa9bHAUqeb2oVEGjfvKCLPdS7RI6YdGUDQ==","signature_status":"signed_v1","signed_at":"2026-05-18T00:52:58.049955Z","signed_message":"canonical_sha256_bytes"},"source_id":"1701.03281","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:cfb413c834461dbd565aab9051c5017230457825fb8b4b95e97dc7a7012a90dc","sha256:52f4cd33e09f05d8d5e4ef586eb95e74930da33ceea737b22fd1427272f9da5e"],"state_sha256":"7ece41f61a0fac4ce8cefe3dff3a139ef374bece1de8a9c2d6ab65d12b28c66f"}