{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:6LY6AS7PCT652CDFVD3P65V7YA","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":"c7b75e2d85e69a0fe0bb2afc7b5d6c9d0980dd8a811325252e7d8744b1eb5c48","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-08-05T04:10:52Z","title_canon_sha256":"9912ff5fdc8cb03f634bdc3822db98e5d716bc0f0950c43ef2d41ef4924dd328"},"schema_version":"1.0","source":{"id":"2408.02226","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2408.02226","created_at":"2026-07-05T08:52:56Z"},{"alias_kind":"arxiv_version","alias_value":"2408.02226v2","created_at":"2026-07-05T08:52:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2408.02226","created_at":"2026-07-05T08:52:56Z"},{"alias_kind":"pith_short_12","alias_value":"6LY6AS7PCT65","created_at":"2026-07-05T08:52:56Z"},{"alias_kind":"pith_short_16","alias_value":"6LY6AS7PCT652CDF","created_at":"2026-07-05T08:52:56Z"},{"alias_kind":"pith_short_8","alias_value":"6LY6AS7P","created_at":"2026-07-05T08:52:56Z"}],"graph_snapshots":[{"event_id":"sha256:65f576632eb778f54eec4372375afa85e990a57f836729123ae370633e5f9a71","target":"graph","created_at":"2026-07-05T08:52:56Z","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/2408.02226/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this paper, we propose ProCreate, a simple and easy-to-implement method to improve sample diversity and creativity of diffusion-based image generative models and to prevent training data reproduction. ProCreate operates on a set of reference images and actively propels the generated image embedding away from the reference embeddings during the generation process. We propose FSCG-8 (Few-Shot Creative Generation 8), a few-shot creative generation dataset on eight different categories -- encompassing different concepts, styles, and settings -- in which ProCreate achieves the highest sample div","authors_text":"Jack Lu, Mengye Ren, Ryan Teehan","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-08-05T04:10:52Z","title":"ProCreate, Don't Reproduce! Propulsive Energy Diffusion for Creative Generation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2408.02226","kind":"arxiv","version":2},"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:bf34956e34c267044102c17787d74631ec68c9bad51ae1f1f6e2c80b570b368b","target":"record","created_at":"2026-07-05T08:52:56Z","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":"c7b75e2d85e69a0fe0bb2afc7b5d6c9d0980dd8a811325252e7d8744b1eb5c48","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-08-05T04:10:52Z","title_canon_sha256":"9912ff5fdc8cb03f634bdc3822db98e5d716bc0f0950c43ef2d41ef4924dd328"},"schema_version":"1.0","source":{"id":"2408.02226","kind":"arxiv","version":2}},"canonical_sha256":"f2f1e04bef14fddd0865a8f6ff76bfc0257892af233441b7950721d19554af60","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f2f1e04bef14fddd0865a8f6ff76bfc0257892af233441b7950721d19554af60","first_computed_at":"2026-07-05T08:52:56.386611Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:52:56.386611Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Cc5jt/ldthCekyMDIeNg07/ndvI0uhr+ZYFk4cIqanOJSfbBJkWuYuNRjJzC9+3Ia8uyXR0H51ruizAm1y6GCA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:52:56.387133Z","signed_message":"canonical_sha256_bytes"},"source_id":"2408.02226","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:bf34956e34c267044102c17787d74631ec68c9bad51ae1f1f6e2c80b570b368b","sha256:65f576632eb778f54eec4372375afa85e990a57f836729123ae370633e5f9a71"],"state_sha256":"e3eca6c5164f1deac01ff7e0f8e6d8f06edbca7c255910731a68201b146ec692"}