{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:4KJGVQDGDDLIZ3STAIIQ2CDIFR","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":"a02edb90f43004c1f4f8298e22d244568e648ef024b9642bb1cf7f88c5f02144","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-11-28T13:55:06Z","title_canon_sha256":"8bd53227a688a3023bed5c753ae88496a49b60c5c34a5fb5529d063c0a44a33d"},"schema_version":"1.0","source":{"id":"2411.19156","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.19156","created_at":"2026-07-05T09:45:58Z"},{"alias_kind":"arxiv_version","alias_value":"2411.19156v3","created_at":"2026-07-05T09:45:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.19156","created_at":"2026-07-05T09:45:58Z"},{"alias_kind":"pith_short_12","alias_value":"4KJGVQDGDDLI","created_at":"2026-07-05T09:45:58Z"},{"alias_kind":"pith_short_16","alias_value":"4KJGVQDGDDLIZ3ST","created_at":"2026-07-05T09:45:58Z"},{"alias_kind":"pith_short_8","alias_value":"4KJGVQDG","created_at":"2026-07-05T09:45:58Z"}],"graph_snapshots":[{"event_id":"sha256:f7748734574224760a3ea27bae449f074fc372d636bd74281df7f4c4724e4ddc","target":"graph","created_at":"2026-07-05T09:45:58Z","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/2411.19156/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this paper, we propose the LoRA of Change (LoC) framework for image editing with visual instructions, i.e., before-after image pairs. Compared to the ambiguities, insufficient specificity, and diverse interpretations of natural language, visual instructions can accurately reflect users' intent. Building on the success of LoRA in text-based image editing and generation, we dynamically learn an instruction-specific LoRA to encode the \"change\" in a before-after image pair, enhancing the interpretability and reusability of our model. Furthermore, generalizable models for image editing with visu","authors_text":"Chi Zhang, Hanwang Zhang, Jiaxin Shi, Jiequan Cui, Jingjing Chen, Xue Song, Yu-Gang Jiang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-11-28T13:55:06Z","title":"LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.19156","kind":"arxiv","version":3},"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":"sha256:239d47aa2451b8f50b664831d8a3d33d3a51f4d75b3f65432cf589745b694ba9","target":"record","created_at":"2026-07-05T09:45:58Z","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":"a02edb90f43004c1f4f8298e22d244568e648ef024b9642bb1cf7f88c5f02144","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-11-28T13:55:06Z","title_canon_sha256":"8bd53227a688a3023bed5c753ae88496a49b60c5c34a5fb5529d063c0a44a33d"},"schema_version":"1.0","source":{"id":"2411.19156","kind":"arxiv","version":3}},"canonical_sha256":"e2926ac06618d68cee5302110d08682c5a552bee00625f1db742ee5b51423aab","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e2926ac06618d68cee5302110d08682c5a552bee00625f1db742ee5b51423aab","first_computed_at":"2026-07-05T09:45:58.976999Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:45:58.976999Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"M2iDHQ++yZtxZL+tRzq3rQBNGpPsa4auZ5BeNNYoDzLnLNet/iXkXDjE9rX09X2+ke/cpaT76kmsXY8+4v9zBA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:45:58.977445Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.19156","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:239d47aa2451b8f50b664831d8a3d33d3a51f4d75b3f65432cf589745b694ba9","sha256:f7748734574224760a3ea27bae449f074fc372d636bd74281df7f4c4724e4ddc"],"state_sha256":"e647863a2abe996ddffac817f16b0bbc0740082536fdd0bcace5b97b17895e80"}