{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2016:RCJXVK324DX6HIBOGI6OCSBREM","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":"83a12afefd671772dc7606032dc5bd574dfa0776ea7b7e72232ff22a950d8ed1","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2016-03-05T23:09:51Z","title_canon_sha256":"55a21c20abc1dad4d702eb08a91d2058853a7cd865f71e560aace10c0a44e0c8"},"schema_version":"1.0","source":{"id":"1603.01768","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1603.01768","created_at":"2026-05-18T01:19:34Z"},{"alias_kind":"arxiv_version","alias_value":"1603.01768v1","created_at":"2026-05-18T01:19:34Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1603.01768","created_at":"2026-05-18T01:19:34Z"},{"alias_kind":"pith_short_12","alias_value":"RCJXVK324DX6","created_at":"2026-05-18T12:30:41Z"},{"alias_kind":"pith_short_16","alias_value":"RCJXVK324DX6HIBO","created_at":"2026-05-18T12:30:41Z"},{"alias_kind":"pith_short_8","alias_value":"RCJXVK32","created_at":"2026-05-18T12:30:41Z"}],"graph_snapshots":[{"event_id":"sha256:54f1a411ff7cda4002c2f994ffba7a4ca38d82489446b47c43657aaf7dd3ecf0","target":"graph","created_at":"2026-05-18T01:19:34Z","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":"Convolutional neural networks (CNNs) have proven highly effective at image synthesis and style transfer. For most users, however, using them as tools can be a challenging task due to their unpredictable behavior that goes against common intuitions. This paper introduces a novel concept to augment such generative architectures with semantic annotations, either by manually authoring pixel labels or using existing solutions for semantic segmentation. The result is a content-aware generative algorithm that offers meaningful control over the outcome. Thus, we increase the quality of images generate","authors_text":"Alex J. Champandard","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2016-03-05T23:09:51Z","title":"Semantic Style Transfer and Turning Two-Bit Doodles into Fine Artworks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1603.01768","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":"sha256:735c966dc41b43dd9512dbe023d312cbac54610a988355769851e7af42c4243a","target":"record","created_at":"2026-05-18T01:19:34Z","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":"83a12afefd671772dc7606032dc5bd574dfa0776ea7b7e72232ff22a950d8ed1","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2016-03-05T23:09:51Z","title_canon_sha256":"55a21c20abc1dad4d702eb08a91d2058853a7cd865f71e560aace10c0a44e0c8"},"schema_version":"1.0","source":{"id":"1603.01768","kind":"arxiv","version":1}},"canonical_sha256":"88937aab7ae0efe3a02e323ce1483123222c1bfa47b59d2c867b4a8127797b55","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"88937aab7ae0efe3a02e323ce1483123222c1bfa47b59d2c867b4a8127797b55","first_computed_at":"2026-05-18T01:19:34.847046Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T01:19:34.847046Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"+H9+klDzAFS9algiqlYcme55FiwujmVbKZAErC969iKUO+HPSqkIA4vC9A5Fj+6V7TSi+xkJV23hqvjvjDe3BA==","signature_status":"signed_v1","signed_at":"2026-05-18T01:19:34.847533Z","signed_message":"canonical_sha256_bytes"},"source_id":"1603.01768","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:735c966dc41b43dd9512dbe023d312cbac54610a988355769851e7af42c4243a","sha256:54f1a411ff7cda4002c2f994ffba7a4ca38d82489446b47c43657aaf7dd3ecf0"],"state_sha256":"576e629b072efac24aa19e37acc1173692b8707bd339c211680f2c266a6ba77d"}