{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:C2BNRJQDTYRYAUCBASPOR3MJ6R","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":"a378bf438f84214605d30574b265b9c0286bf3885dbe43e2bc7251f00754dfd5","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2017-07-25T14:02:03Z","title_canon_sha256":"df5eee0129400b6437fbac7c08e020363ebd1ed22d11809ab44fbc55eb7654b7"},"schema_version":"1.0","source":{"id":"1707.08005","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1707.08005","created_at":"2026-05-18T00:39:29Z"},{"alias_kind":"arxiv_version","alias_value":"1707.08005v1","created_at":"2026-05-18T00:39:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1707.08005","created_at":"2026-05-18T00:39:29Z"},{"alias_kind":"pith_short_12","alias_value":"C2BNRJQDTYRY","created_at":"2026-05-18T12:31:08Z"},{"alias_kind":"pith_short_16","alias_value":"C2BNRJQDTYRYAUCB","created_at":"2026-05-18T12:31:08Z"},{"alias_kind":"pith_short_8","alias_value":"C2BNRJQD","created_at":"2026-05-18T12:31:08Z"}],"graph_snapshots":[{"event_id":"sha256:7a3b7dc056ebb30c38f02acff63b14b10d583adc1a2a53228f34da845a506964","target":"graph","created_at":"2026-05-18T00:39:29Z","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":"Compressing convolutional neural networks (CNNs) is essential for transferring the success of CNNs to a wide variety of applications to mobile devices. In contrast to directly recognizing subtle weights or filters as redundant in a given CNN, this paper presents an evolutionary method to automatically eliminate redundant convolution filters. We represent each compressed network as a binary individual of specific fitness. Then, the population is upgraded at each evolutionary iteration using genetic operations. As a result, an extremely compact CNN is generated using the fittest individual. In t","authors_text":"Chang Xu, Chao Xu, Dacheng Tao, Jiayan Qiu, Yunhe Wang","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2017-07-25T14:02:03Z","title":"Towards Evolutional Compression"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1707.08005","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:e26a1dc86a04366a70e7dc6cf674ab2fd430b528ff432fe4fd56e1708a55a480","target":"record","created_at":"2026-05-18T00:39:29Z","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":"a378bf438f84214605d30574b265b9c0286bf3885dbe43e2bc7251f00754dfd5","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2017-07-25T14:02:03Z","title_canon_sha256":"df5eee0129400b6437fbac7c08e020363ebd1ed22d11809ab44fbc55eb7654b7"},"schema_version":"1.0","source":{"id":"1707.08005","kind":"arxiv","version":1}},"canonical_sha256":"1682d8a6039e23805041049ee8ed89f46595fa82348ddc1b107343cd4306cb06","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1682d8a6039e23805041049ee8ed89f46595fa82348ddc1b107343cd4306cb06","first_computed_at":"2026-05-18T00:39:29.682305Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:39:29.682305Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"jj+XklA/N96//1pcZ8bR8u7CA3lcTDQiR7I8zmZYMa+EcwXXKH2vi3xuwMMBrnztPFg72Q8xDV46KKu5ueSFCg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:39:29.683047Z","signed_message":"canonical_sha256_bytes"},"source_id":"1707.08005","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e26a1dc86a04366a70e7dc6cf674ab2fd430b528ff432fe4fd56e1708a55a480","sha256:7a3b7dc056ebb30c38f02acff63b14b10d583adc1a2a53228f34da845a506964"],"state_sha256":"cc6d55d6692d568550f99668309e8d269a21d06ab0487e21a21cb8ec2ff8cfbf"}