{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:BYGRW4DORVRSZFSEEQJ3LZYJAG","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":"2e4949ab6f8747bcb2f9fcc44092998d7f412dfe25da51d2c381de29cfdb4330","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2021-10-07T15:42:18Z","title_canon_sha256":"5449c5a716c7269904ff68f7bd58a1603435642ff040efb1053fe7057ae13329"},"schema_version":"1.0","source":{"id":"2110.03569","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2110.03569","created_at":"2026-07-05T05:52:17Z"},{"alias_kind":"arxiv_version","alias_value":"2110.03569v1","created_at":"2026-07-05T05:52:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2110.03569","created_at":"2026-07-05T05:52:17Z"},{"alias_kind":"pith_short_12","alias_value":"BYGRW4DORVRS","created_at":"2026-07-05T05:52:17Z"},{"alias_kind":"pith_short_16","alias_value":"BYGRW4DORVRSZFSE","created_at":"2026-07-05T05:52:17Z"},{"alias_kind":"pith_short_8","alias_value":"BYGRW4DO","created_at":"2026-07-05T05:52:17Z"}],"graph_snapshots":[{"event_id":"sha256:d3c83b0c804e079e8f7b5dc8d2c079efc93fa7b2dcbc01ce1811ac0ae062fd94","target":"graph","created_at":"2026-07-05T05:52:17Z","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/2110.03569/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Artificial intelligence (AI) is increasingly utilized in synthesizing visuals, texts, and audio. These AI-based works, often derived from neural networks, are entering the mainstream market, as digital paintings, songs, books, and others. We conceptualize both existing and future human-in-the-loop (HITL) approaches for creative applications and to develop more expressive, nuanced, and multimodal models. Particularly, how can our expertise as curators and collaborators be encoded in AI models in an interactive manner? We examine and speculate on long term implications for models, interfaces, an","authors_text":"Neo Christopher Chung","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2021-10-07T15:42:18Z","title":"Human in the Loop for Machine Creativity"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2110.03569","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:f9cda1bea59c27e67ca5493ea828ad7b805655e211e103dae01f807016bdabc1","target":"record","created_at":"2026-07-05T05:52:17Z","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":"2e4949ab6f8747bcb2f9fcc44092998d7f412dfe25da51d2c381de29cfdb4330","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2021-10-07T15:42:18Z","title_canon_sha256":"5449c5a716c7269904ff68f7bd58a1603435642ff040efb1053fe7057ae13329"},"schema_version":"1.0","source":{"id":"2110.03569","kind":"arxiv","version":1}},"canonical_sha256":"0e0d1b706e8d632c96442413b5e7090181baf5e048ed7e8ee6f86f58ba7a9663","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0e0d1b706e8d632c96442413b5e7090181baf5e048ed7e8ee6f86f58ba7a9663","first_computed_at":"2026-07-05T05:52:17.312593Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:52:17.312593Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"aiNHtu8RHa7Pr7M0W5qQ9dVbP6gATB7WI8BVncMU7/W81uzN+uShzwCJFfVYpI42S/+zfZ961WsDh8HA3+u7Bg==","signature_status":"signed_v1","signed_at":"2026-07-05T05:52:17.313106Z","signed_message":"canonical_sha256_bytes"},"source_id":"2110.03569","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f9cda1bea59c27e67ca5493ea828ad7b805655e211e103dae01f807016bdabc1","sha256:d3c83b0c804e079e8f7b5dc8d2c079efc93fa7b2dcbc01ce1811ac0ae062fd94"],"state_sha256":"568ab8f19ec8bca2d3228abfc082716fb1fc6cae0fb005a51e18a9d75e6cfbed"}