{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:52JR4EVHHGZ5ZCQPMBR6TVH4YB","short_pith_number":"pith:52JR4EVH","canonical_record":{"source":{"id":"2412.01197","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-12-02T06:59:52Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"2d6e02bf7d91a87eb349f801529858805c2e1ea7698e47d9a788caa790b076c0","abstract_canon_sha256":"14589e68f1bdc63ae15c16e54bea34c3eda7c429ea08d3f9930422ecd5a65baa"},"schema_version":"1.0"},"canonical_sha256":"ee931e12a739b3dc8a0f6063e9d4fcc0490f95f087cfd81505c04ccad32041fc","source":{"kind":"arxiv","id":"2412.01197","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.01197","created_at":"2026-07-05T09:43:38Z"},{"alias_kind":"arxiv_version","alias_value":"2412.01197v2","created_at":"2026-07-05T09:43:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.01197","created_at":"2026-07-05T09:43:38Z"},{"alias_kind":"pith_short_12","alias_value":"52JR4EVHHGZ5","created_at":"2026-07-05T09:43:38Z"},{"alias_kind":"pith_short_16","alias_value":"52JR4EVHHGZ5ZCQP","created_at":"2026-07-05T09:43:38Z"},{"alias_kind":"pith_short_8","alias_value":"52JR4EVH","created_at":"2026-07-05T09:43:38Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:52JR4EVHHGZ5ZCQPMBR6TVH4YB","target":"record","payload":{"canonical_record":{"source":{"id":"2412.01197","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-12-02T06:59:52Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"2d6e02bf7d91a87eb349f801529858805c2e1ea7698e47d9a788caa790b076c0","abstract_canon_sha256":"14589e68f1bdc63ae15c16e54bea34c3eda7c429ea08d3f9930422ecd5a65baa"},"schema_version":"1.0"},"canonical_sha256":"ee931e12a739b3dc8a0f6063e9d4fcc0490f95f087cfd81505c04ccad32041fc","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:43:38.642322Z","signature_b64":"8/ZYAk/ilumIL9UKGBdw09vrbBjMLVVWSmEAj3pKIpbFaSTCM8/+68PRnk1qndNFH+hVzPvq5Aq9YTXxdaMeBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ee931e12a739b3dc8a0f6063e9d4fcc0490f95f087cfd81505c04ccad32041fc","last_reissued_at":"2026-07-05T09:43:38.641838Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:43:38.641838Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2412.01197","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:43:38Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"uTiwAEdUdHTdzaUU2Ntv3ioJs5RWH5yxLg3ZyGKJB5MDCmYfrPVetdq3J9he8poleyyb2Y0FFdgTR1wn1371CA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T01:53:59.136699Z"},"content_sha256":"766370247200a9c431afe27232995f7a0b55d4525efc2ca747477d13bc1a5492","schema_version":"1.0","event_id":"sha256:766370247200a9c431afe27232995f7a0b55d4525efc2ca747477d13bc1a5492"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:52JR4EVHHGZ5ZCQPMBR6TVH4YB","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"InstantSwap: Fast Customized Concept Swapping across Sharp Shape Differences","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CV","authors_text":"Chengyu Fang, Chenyang Zhu, Chubin Chen, Kai Li, Longxiang Tang, Qifeng Chen, Xiu Li, Yue Ma","submitted_at":"2024-12-02T06:59:52Z","abstract_excerpt":"Recent advances in Customized Concept Swapping (CCS) enable a text-to-image model to swap a concept in the source image with a customized target concept. However, the existing methods still face the challenges of inconsistency and inefficiency. They struggle to maintain consistency in both the foreground and background during concept swapping, especially when the shape difference is large between objects. Additionally, they either require time-consuming training processes or involve redundant calculations during inference. To tackle these issues, we introduce InstantSwap, a new CCS method that"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.01197","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2412.01197/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:43:38Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"sqfw02TXfOGljVKbjz3FJl6JgAebFD1XmEkenTOVHaEhrGUd0dxX0MvTzN54bPHJ0JQSg9RHQzzOgh6qRwIwBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T01:53:59.137214Z"},"content_sha256":"c2bd427663dc45f5418b4b921df51852c0867086d5e09860983b42338eb32792","schema_version":"1.0","event_id":"sha256:c2bd427663dc45f5418b4b921df51852c0867086d5e09860983b42338eb32792"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/52JR4EVHHGZ5ZCQPMBR6TVH4YB/bundle.json","state_url":"https://pith.science/pith/52JR4EVHHGZ5ZCQPMBR6TVH4YB/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/52JR4EVHHGZ5ZCQPMBR6TVH4YB/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-11T01:53:59Z","links":{"resolver":"https://pith.science/pith/52JR4EVHHGZ5ZCQPMBR6TVH4YB","bundle":"https://pith.science/pith/52JR4EVHHGZ5ZCQPMBR6TVH4YB/bundle.json","state":"https://pith.science/pith/52JR4EVHHGZ5ZCQPMBR6TVH4YB/state.json","well_known_bundle":"https://pith.science/.well-known/pith/52JR4EVHHGZ5ZCQPMBR6TVH4YB/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:52JR4EVHHGZ5ZCQPMBR6TVH4YB","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":"14589e68f1bdc63ae15c16e54bea34c3eda7c429ea08d3f9930422ecd5a65baa","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-12-02T06:59:52Z","title_canon_sha256":"2d6e02bf7d91a87eb349f801529858805c2e1ea7698e47d9a788caa790b076c0"},"schema_version":"1.0","source":{"id":"2412.01197","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.01197","created_at":"2026-07-05T09:43:38Z"},{"alias_kind":"arxiv_version","alias_value":"2412.01197v2","created_at":"2026-07-05T09:43:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.01197","created_at":"2026-07-05T09:43:38Z"},{"alias_kind":"pith_short_12","alias_value":"52JR4EVHHGZ5","created_at":"2026-07-05T09:43:38Z"},{"alias_kind":"pith_short_16","alias_value":"52JR4EVHHGZ5ZCQP","created_at":"2026-07-05T09:43:38Z"},{"alias_kind":"pith_short_8","alias_value":"52JR4EVH","created_at":"2026-07-05T09:43:38Z"}],"graph_snapshots":[{"event_id":"sha256:c2bd427663dc45f5418b4b921df51852c0867086d5e09860983b42338eb32792","target":"graph","created_at":"2026-07-05T09:43:38Z","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/2412.01197/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recent advances in Customized Concept Swapping (CCS) enable a text-to-image model to swap a concept in the source image with a customized target concept. However, the existing methods still face the challenges of inconsistency and inefficiency. They struggle to maintain consistency in both the foreground and background during concept swapping, especially when the shape difference is large between objects. Additionally, they either require time-consuming training processes or involve redundant calculations during inference. To tackle these issues, we introduce InstantSwap, a new CCS method that","authors_text":"Chengyu Fang, Chenyang Zhu, Chubin Chen, Kai Li, Longxiang Tang, Qifeng Chen, Xiu Li, Yue Ma","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-12-02T06:59:52Z","title":"InstantSwap: Fast Customized Concept Swapping across Sharp Shape Differences"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.01197","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":"sha256:766370247200a9c431afe27232995f7a0b55d4525efc2ca747477d13bc1a5492","target":"record","created_at":"2026-07-05T09:43:38Z","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":"14589e68f1bdc63ae15c16e54bea34c3eda7c429ea08d3f9930422ecd5a65baa","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-12-02T06:59:52Z","title_canon_sha256":"2d6e02bf7d91a87eb349f801529858805c2e1ea7698e47d9a788caa790b076c0"},"schema_version":"1.0","source":{"id":"2412.01197","kind":"arxiv","version":2}},"canonical_sha256":"ee931e12a739b3dc8a0f6063e9d4fcc0490f95f087cfd81505c04ccad32041fc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ee931e12a739b3dc8a0f6063e9d4fcc0490f95f087cfd81505c04ccad32041fc","first_computed_at":"2026-07-05T09:43:38.641838Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:43:38.641838Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"8/ZYAk/ilumIL9UKGBdw09vrbBjMLVVWSmEAj3pKIpbFaSTCM8/+68PRnk1qndNFH+hVzPvq5Aq9YTXxdaMeBw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:43:38.642322Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.01197","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:766370247200a9c431afe27232995f7a0b55d4525efc2ca747477d13bc1a5492","sha256:c2bd427663dc45f5418b4b921df51852c0867086d5e09860983b42338eb32792"],"state_sha256":"0f2764cc75b2743dcdaa52412aa0e9600b6126a84caa32ef8fa47c498b5fcb1f"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ljyynhFG9xsxrcJ0p7qwKWHPspLKLw7S9DsRwX3b+80CUxXnkBhOPaQQWOtwrY8NuBsu9zUvBT3HfJz0D6RJBQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-11T01:53:59.141238Z","bundle_sha256":"9a08a4723f7dbd7cfdbc8155e9cfd3eb5642870d9a827c29a3a905ffcf5eeb33"}}