{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:OHEMAMB73JCFLJMAJOYHCZXMX4","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":"4a0e85b83b426362c71272d918f989621952bc6026766d1c9d830f63bc8abcf5","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-04-08T07:59:04Z","title_canon_sha256":"ebdca4f626bdd1864fbb86ca6793e3a38702815fc236f508ff4c355741621ee5"},"schema_version":"1.0","source":{"id":"2404.05268","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2404.05268","created_at":"2026-07-05T09:42:24Z"},{"alias_kind":"arxiv_version","alias_value":"2404.05268v3","created_at":"2026-07-05T09:42:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2404.05268","created_at":"2026-07-05T09:42:24Z"},{"alias_kind":"pith_short_12","alias_value":"OHEMAMB73JCF","created_at":"2026-07-05T09:42:24Z"},{"alias_kind":"pith_short_16","alias_value":"OHEMAMB73JCFLJMA","created_at":"2026-07-05T09:42:24Z"},{"alias_kind":"pith_short_8","alias_value":"OHEMAMB7","created_at":"2026-07-05T09:42:24Z"}],"graph_snapshots":[{"event_id":"sha256:6afe6ff6f6bed78113163a4316dc2501291f716eb6797361f7d6d055581e784b","target":"graph","created_at":"2026-07-05T09:42:24Z","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/2404.05268/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Customized text-to-image generation, which synthesizes images based on user-specified concepts, has made significant progress in handling individual concepts. However, when extended to multiple concepts, existing methods often struggle with properly integrating different models and avoiding the unintended blending of characteristics from distinct concepts. In this paper, we propose MC$^2$, a novel approach for multi-concept customization that enhances flexibility and fidelity through inference-time optimization. MC$^2$ enables the integration of multiple single-concept models with heterogeneou","authors_text":"Fan Li, Jiaxiu Jiang, Kailai Feng, Renjing Pei, Wangmeng Zuo, Wenbo Li, Xiaohe Wu, Yabo Zhang","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-04-08T07:59:04Z","title":"MC$^2$: Multi-concept Guidance for Customized Multi-concept Generation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2404.05268","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":"sha256:6e4fe242a38e6bcf182b29dfa12b7a48529f83323ee4c1bdbc88e1b7b8019c9e","target":"record","created_at":"2026-07-05T09:42:24Z","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":"4a0e85b83b426362c71272d918f989621952bc6026766d1c9d830f63bc8abcf5","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-04-08T07:59:04Z","title_canon_sha256":"ebdca4f626bdd1864fbb86ca6793e3a38702815fc236f508ff4c355741621ee5"},"schema_version":"1.0","source":{"id":"2404.05268","kind":"arxiv","version":3}},"canonical_sha256":"71c8c0303fda4455a5804bb07166ecbf07fe36be9f5fe7118b098e193d20490a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"71c8c0303fda4455a5804bb07166ecbf07fe36be9f5fe7118b098e193d20490a","first_computed_at":"2026-07-05T09:42:24.311450Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:42:24.311450Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"DEp8JdggZQKketEvkN3o61kWnmjvofTq+x8XglvEj6wFMpfLgTlZ6jYaym91uoqDs6Bd+QPicJ60WPdlUyEMDg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:42:24.312007Z","signed_message":"canonical_sha256_bytes"},"source_id":"2404.05268","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6e4fe242a38e6bcf182b29dfa12b7a48529f83323ee4c1bdbc88e1b7b8019c9e","sha256:6afe6ff6f6bed78113163a4316dc2501291f716eb6797361f7d6d055581e784b"],"state_sha256":"7d979061ba45e54ce8d6643de67bd29c7fe8585aa71ce8a4b073caf79d48ab88"}