{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:MTBJSVMEPBT7B5NTDKZGDKKFJC","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":"6e2bfcd06f76c039b378a94dbc468cbb6438120526759d9a9c0a0852bedacff3","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-12-16T18:18:17Z","title_canon_sha256":"a8423ce6a226f994da50457645f99936a22e35f8196927b80490e241b84512d9"},"schema_version":"1.0","source":{"id":"2412.12048","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.12048","created_at":"2026-07-05T09:49:55Z"},{"alias_kind":"arxiv_version","alias_value":"2412.12048v1","created_at":"2026-07-05T09:49:55Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.12048","created_at":"2026-07-05T09:49:55Z"},{"alias_kind":"pith_short_12","alias_value":"MTBJSVMEPBT7","created_at":"2026-07-05T09:49:55Z"},{"alias_kind":"pith_short_16","alias_value":"MTBJSVMEPBT7B5NT","created_at":"2026-07-05T09:49:55Z"},{"alias_kind":"pith_short_8","alias_value":"MTBJSVME","created_at":"2026-07-05T09:49:55Z"}],"graph_snapshots":[{"event_id":"sha256:d2fa02dea43a5eea0a500f5ea6d9e320907aeddc00ec806ae6af6446083864ab","target":"graph","created_at":"2026-07-05T09:49:55Z","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/2412.12048/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recent advances in diffusion models and parameter-efficient fine-tuning (PEFT) have made text-to-image generation and customization widely accessible, with Low Rank Adaptation (LoRA) able to replicate an artist's style or subject using minimal data and computation. In this paper, we examine the relationship between LoRA weights and artistic styles, demonstrating that LoRA weights alone can serve as an effective descriptor of style, without the need for additional image generation or knowledge of the original training set. Our findings show that LoRA weights yield better performance in clusteri","authors_text":"Alec Jacobson, Chenxi Liu, Towaki Takikawa","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-12-16T18:18:17Z","title":"A LoRA is Worth a Thousand Pictures"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.12048","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":"sha256:817125a587154b163e3790026ec92269049fcb7b5e596ad45301753104b88b59","target":"record","created_at":"2026-07-05T09:49:55Z","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":"6e2bfcd06f76c039b378a94dbc468cbb6438120526759d9a9c0a0852bedacff3","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-12-16T18:18:17Z","title_canon_sha256":"a8423ce6a226f994da50457645f99936a22e35f8196927b80490e241b84512d9"},"schema_version":"1.0","source":{"id":"2412.12048","kind":"arxiv","version":1}},"canonical_sha256":"64c29955847867f0f5b31ab261a945488e7dab79ff7be8047036587ff3274ec7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"64c29955847867f0f5b31ab261a945488e7dab79ff7be8047036587ff3274ec7","first_computed_at":"2026-07-05T09:49:55.857441Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:49:55.857441Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"xVqgSt7JD7sd7LMqpeyXTWUstSPWPkgH/GadIFknD8wfXad99JUuItg7OLCb/YptL0pVTkVRM+sP4ELRPxQWAg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:49:55.857898Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.12048","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:817125a587154b163e3790026ec92269049fcb7b5e596ad45301753104b88b59","sha256:d2fa02dea43a5eea0a500f5ea6d9e320907aeddc00ec806ae6af6446083864ab"],"state_sha256":"e42bcc6f431cedfb2512add0ac3ec7830adb4c1515729cc6eab8013af2a986df"}