{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:3GLH7IHBWXPT2OWXAMB3NTXMBD","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":"bbda5c4fde40d52290305ae8d81adf8567cf6347395247a65248d7d3c0ca4dbe","cross_cats_sorted":["cs.CV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NE","submitted_at":"2021-07-19T06:23:11Z","title_canon_sha256":"b88d25086c8335d823a9e1b4bdfcab4920c21dd248f215e9b833bcb264f0556f"},"schema_version":"1.0","source":{"id":"2108.04328","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2108.04328","created_at":"2026-07-05T03:04:29Z"},{"alias_kind":"arxiv_version","alias_value":"2108.04328v1","created_at":"2026-07-05T03:04:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2108.04328","created_at":"2026-07-05T03:04:29Z"},{"alias_kind":"pith_short_12","alias_value":"3GLH7IHBWXPT","created_at":"2026-07-05T03:04:29Z"},{"alias_kind":"pith_short_16","alias_value":"3GLH7IHBWXPT2OWX","created_at":"2026-07-05T03:04:29Z"},{"alias_kind":"pith_short_8","alias_value":"3GLH7IHB","created_at":"2026-07-05T03:04:29Z"}],"graph_snapshots":[{"event_id":"sha256:bc40c7a9524d7a4d8482705195e700b7669dcea34e0c29fc627973b4eeaeb20a","target":"graph","created_at":"2026-07-05T03:04:29Z","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"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2108.04328/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Motivated by the interaction between cells, the recently introduced concept of Neural Cellular Automata shows promising results in a variety of tasks. So far, this concept was mostly used to generate images for a single scenario. As each scenario requires a new model, this type of generation seems contradictory to the adaptability of cells in nature. To address this contradiction, we introduce a concept using different initial environments as input while using a single Neural Cellular Automata to produce several outputs. Additionally, we introduce GANCA, a novel algorithm that combines Neural ","authors_text":"Johannes Czech, Kristian Kersting, Maximilian Otte, Quentin Delfosse","cross_cats":["cs.CV"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NE","submitted_at":"2021-07-19T06:23:11Z","title":"Generative Adversarial Neural Cellular Automata"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2108.04328","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:de833db55cb68e2e2114d88b0c29e3ee27abcc677e36d5baef0c7c7d6df18c72","target":"record","created_at":"2026-07-05T03:04:29Z","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":"bbda5c4fde40d52290305ae8d81adf8567cf6347395247a65248d7d3c0ca4dbe","cross_cats_sorted":["cs.CV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NE","submitted_at":"2021-07-19T06:23:11Z","title_canon_sha256":"b88d25086c8335d823a9e1b4bdfcab4920c21dd248f215e9b833bcb264f0556f"},"schema_version":"1.0","source":{"id":"2108.04328","kind":"arxiv","version":1}},"canonical_sha256":"d9967fa0e1b5df3d3ad70303b6ceec08caf06e5fa91debb6d2bf9a284fc0b864","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d9967fa0e1b5df3d3ad70303b6ceec08caf06e5fa91debb6d2bf9a284fc0b864","first_computed_at":"2026-07-05T03:04:29.352651Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:04:29.352651Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"hPVndge7nTnH0ovj/t93vTMFXWB7to26p7dMx2A/+5i+CeMQ9Qr8+5iBnYWe7EWofT6Bu+KmHh/TeC2gjMqFAw==","signature_status":"signed_v1","signed_at":"2026-07-05T03:04:29.353114Z","signed_message":"canonical_sha256_bytes"},"source_id":"2108.04328","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:de833db55cb68e2e2114d88b0c29e3ee27abcc677e36d5baef0c7c7d6df18c72","sha256:bc40c7a9524d7a4d8482705195e700b7669dcea34e0c29fc627973b4eeaeb20a"],"state_sha256":"71e2b764b0d76df473501c342ff250a63e413a752059bc9077d9a411ab688ad0"}