{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:AXBPJOT26VS2KU7JFKGCQGWVGL","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":"53070e49b701ffd995b498db17d082d825bf300d3d092d0cc9ff6bd9c8d44f27","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2018-07-16T16:16:11Z","title_canon_sha256":"263bfbfbbb2666399b15f22f7fc0a229b1b035a0623dc17f8a655308fbe0c1cd"},"schema_version":"1.0","source":{"id":"1807.05948","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1807.05948","created_at":"2026-05-18T00:10:42Z"},{"alias_kind":"arxiv_version","alias_value":"1807.05948v1","created_at":"2026-05-18T00:10:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1807.05948","created_at":"2026-05-18T00:10:42Z"},{"alias_kind":"pith_short_12","alias_value":"AXBPJOT26VS2","created_at":"2026-05-18T12:32:13Z"},{"alias_kind":"pith_short_16","alias_value":"AXBPJOT26VS2KU7J","created_at":"2026-05-18T12:32:13Z"},{"alias_kind":"pith_short_8","alias_value":"AXBPJOT2","created_at":"2026-05-18T12:32:13Z"}],"graph_snapshots":[{"event_id":"sha256:cfa4e7d5afd1166afc7e8571fbfa580bb2c8b9d0afdb9936655da7453c0677ec","target":"graph","created_at":"2026-05-18T00:10:42Z","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":"Over the past twenty years, artificial Gene Regulatory Networks (GRNs) have shown their capacity to solve real-world problems in various domains such as agent control, signal processing and artificial life experiments. They have also benefited from new evolutionary approaches and improvements to dynamic which have increased their optimization efficiency. In this paper, we present an additional step toward their usability in machine learning applications. We detail an GPU-based implementation of differentiable GRNs, allowing for local optimization of GRN architectures with stochastic gradient d","authors_text":"Dennis G Wilson, Herv\\'e Luga, Kyle Harrington, Sylvain Cussat-Blanc","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2018-07-16T16:16:11Z","title":"Evolving Differentiable Gene Regulatory Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1807.05948","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":"sha256:0a4828329b9a33e45a3da5e5f0f0eb6dc2d48a071499e3a69a743bcd2c6b8b74","target":"record","created_at":"2026-05-18T00:10:42Z","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":"53070e49b701ffd995b498db17d082d825bf300d3d092d0cc9ff6bd9c8d44f27","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NE","submitted_at":"2018-07-16T16:16:11Z","title_canon_sha256":"263bfbfbbb2666399b15f22f7fc0a229b1b035a0623dc17f8a655308fbe0c1cd"},"schema_version":"1.0","source":{"id":"1807.05948","kind":"arxiv","version":1}},"canonical_sha256":"05c2f4ba7af565a553e92a8c281ad532c651f41c0904a350f318459c147d44b9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"05c2f4ba7af565a553e92a8c281ad532c651f41c0904a350f318459c147d44b9","first_computed_at":"2026-05-18T00:10:42.136712Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:10:42.136712Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"UMfH+/GrzW0pb0WXIi5vZ5BHqvyk01OM15ZSgKVFofavwMWyWDE7vXHcyQenZPFn3XLPWFardOE+vvEgwyRwDg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:10:42.137412Z","signed_message":"canonical_sha256_bytes"},"source_id":"1807.05948","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0a4828329b9a33e45a3da5e5f0f0eb6dc2d48a071499e3a69a743bcd2c6b8b74","sha256:cfa4e7d5afd1166afc7e8571fbfa580bb2c8b9d0afdb9936655da7453c0677ec"],"state_sha256":"46cc44567899d462119b2f4ec987d317c45629cd7590785e84277bfe4513b805"}