{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:YVT7ONOOHZH5AMBIWIF2BJRJP4","short_pith_number":"pith:YVT7ONOO","canonical_record":{"source":{"id":"2405.16330","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-25T19:06:17Z","cross_cats_sorted":[],"title_canon_sha256":"47dfa7165f1aab4b6e0e7412e3fc3db4806158466149f95109134d0b3351a85f","abstract_canon_sha256":"bf3e97cb00824b27058722734ce618434fdbef8a7f43702861588ba61c67b6bb"},"schema_version":"1.0"},"canonical_sha256":"c567f735ce3e4fd03028b20ba0a6297f320f01a83678e1332a17d9e665e2100e","source":{"kind":"arxiv","id":"2405.16330","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.16330","created_at":"2026-07-05T09:56:51Z"},{"alias_kind":"arxiv_version","alias_value":"2405.16330v2","created_at":"2026-07-05T09:56:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.16330","created_at":"2026-07-05T09:56:51Z"},{"alias_kind":"pith_short_12","alias_value":"YVT7ONOOHZH5","created_at":"2026-07-05T09:56:51Z"},{"alias_kind":"pith_short_16","alias_value":"YVT7ONOOHZH5AMBI","created_at":"2026-07-05T09:56:51Z"},{"alias_kind":"pith_short_8","alias_value":"YVT7ONOO","created_at":"2026-07-05T09:56:51Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:YVT7ONOOHZH5AMBIWIF2BJRJP4","target":"record","payload":{"canonical_record":{"source":{"id":"2405.16330","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-25T19:06:17Z","cross_cats_sorted":[],"title_canon_sha256":"47dfa7165f1aab4b6e0e7412e3fc3db4806158466149f95109134d0b3351a85f","abstract_canon_sha256":"bf3e97cb00824b27058722734ce618434fdbef8a7f43702861588ba61c67b6bb"},"schema_version":"1.0"},"canonical_sha256":"c567f735ce3e4fd03028b20ba0a6297f320f01a83678e1332a17d9e665e2100e","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:56:51.773981Z","signature_b64":"kt+QgvQuJ+vspBysYrxjNN9UYDxmoynzFTCuj5h/1au9QubYBSQlE+TvnsaPeWAzJlQl/8cnMo/5PQPOv0dUAg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"c567f735ce3e4fd03028b20ba0a6297f320f01a83678e1332a17d9e665e2100e","last_reissued_at":"2026-07-05T09:56:51.773491Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:56:51.773491Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2405.16330","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":"2026-07-05T09:56:51Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ZfqkFnpkTM7VzFM5xOmn2X6KawtzBeQHDAmPWsIMjsJVLTjwcdRu1i17AptlpwknZ/iNi0N0Mfeulpemq5fSCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T18:18:21.970602Z"},"content_sha256":"7543ef450445985e5431516d3f8cf12e2f48bd9f389d5ebe89dafe97976c162d","schema_version":"1.0","event_id":"sha256:7543ef450445985e5431516d3f8cf12e2f48bd9f389d5ebe89dafe97976c162d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:YVT7ONOOHZH5AMBIWIF2BJRJP4","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"LEAST: \"Local\" text-conditioned image style transfer","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Abhinav Java, Silky Singh, Simra Shahid, Surgan Jandial","submitted_at":"2024-05-25T19:06:17Z","abstract_excerpt":"Text-conditioned style transfer enables users to communicate their desired artistic styles through text descriptions, offering a new and expressive means of achieving stylization. In this work, we evaluate the text-conditioned image editing and style transfer techniques on their fine-grained understanding of user prompts for precise \"local\" style transfer. We find that current methods fail to accomplish localized style transfers effectively, either failing to localize style transfer to certain regions in the image, or distorting the content and structure of the input image. To this end, we dev"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.16330","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/2405.16330/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":"2026-07-05T09:56:51Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"px3p/IpIDP69ElLd05PXGSD3eSZHiqi5qUmnngZR0OrOoJCy27/nYTwRG9yXLAJkApp47317t31OCo40pBrwBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T18:18:21.971204Z"},"content_sha256":"29cd00535f23b23f5a9a2f219c4b021711d7dd92c96c1ed87700f62eee9c51ae","schema_version":"1.0","event_id":"sha256:29cd00535f23b23f5a9a2f219c4b021711d7dd92c96c1ed87700f62eee9c51ae"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/YVT7ONOOHZH5AMBIWIF2BJRJP4/bundle.json","state_url":"https://pith.science/pith/YVT7ONOOHZH5AMBIWIF2BJRJP4/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/YVT7ONOOHZH5AMBIWIF2BJRJP4/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":"2026-08-14T18:18:22Z","links":{"resolver":"https://pith.science/pith/YVT7ONOOHZH5AMBIWIF2BJRJP4","bundle":"https://pith.science/pith/YVT7ONOOHZH5AMBIWIF2BJRJP4/bundle.json","state":"https://pith.science/pith/YVT7ONOOHZH5AMBIWIF2BJRJP4/state.json","well_known_bundle":"https://pith.science/.well-known/pith/YVT7ONOOHZH5AMBIWIF2BJRJP4/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:YVT7ONOOHZH5AMBIWIF2BJRJP4","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":"bf3e97cb00824b27058722734ce618434fdbef8a7f43702861588ba61c67b6bb","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-25T19:06:17Z","title_canon_sha256":"47dfa7165f1aab4b6e0e7412e3fc3db4806158466149f95109134d0b3351a85f"},"schema_version":"1.0","source":{"id":"2405.16330","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.16330","created_at":"2026-07-05T09:56:51Z"},{"alias_kind":"arxiv_version","alias_value":"2405.16330v2","created_at":"2026-07-05T09:56:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.16330","created_at":"2026-07-05T09:56:51Z"},{"alias_kind":"pith_short_12","alias_value":"YVT7ONOOHZH5","created_at":"2026-07-05T09:56:51Z"},{"alias_kind":"pith_short_16","alias_value":"YVT7ONOOHZH5AMBI","created_at":"2026-07-05T09:56:51Z"},{"alias_kind":"pith_short_8","alias_value":"YVT7ONOO","created_at":"2026-07-05T09:56:51Z"}],"graph_snapshots":[{"event_id":"sha256:29cd00535f23b23f5a9a2f219c4b021711d7dd92c96c1ed87700f62eee9c51ae","target":"graph","created_at":"2026-07-05T09:56:51Z","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/2405.16330/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Text-conditioned style transfer enables users to communicate their desired artistic styles through text descriptions, offering a new and expressive means of achieving stylization. In this work, we evaluate the text-conditioned image editing and style transfer techniques on their fine-grained understanding of user prompts for precise \"local\" style transfer. We find that current methods fail to accomplish localized style transfers effectively, either failing to localize style transfer to certain regions in the image, or distorting the content and structure of the input image. To this end, we dev","authors_text":"Abhinav Java, Silky Singh, Simra Shahid, Surgan Jandial","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-25T19:06:17Z","title":"LEAST: \"Local\" text-conditioned image style transfer"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.16330","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":"sha256:7543ef450445985e5431516d3f8cf12e2f48bd9f389d5ebe89dafe97976c162d","target":"record","created_at":"2026-07-05T09:56:51Z","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":"bf3e97cb00824b27058722734ce618434fdbef8a7f43702861588ba61c67b6bb","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-25T19:06:17Z","title_canon_sha256":"47dfa7165f1aab4b6e0e7412e3fc3db4806158466149f95109134d0b3351a85f"},"schema_version":"1.0","source":{"id":"2405.16330","kind":"arxiv","version":2}},"canonical_sha256":"c567f735ce3e4fd03028b20ba0a6297f320f01a83678e1332a17d9e665e2100e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c567f735ce3e4fd03028b20ba0a6297f320f01a83678e1332a17d9e665e2100e","first_computed_at":"2026-07-05T09:56:51.773491Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:56:51.773491Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"kt+QgvQuJ+vspBysYrxjNN9UYDxmoynzFTCuj5h/1au9QubYBSQlE+TvnsaPeWAzJlQl/8cnMo/5PQPOv0dUAg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:56:51.773981Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.16330","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7543ef450445985e5431516d3f8cf12e2f48bd9f389d5ebe89dafe97976c162d","sha256:29cd00535f23b23f5a9a2f219c4b021711d7dd92c96c1ed87700f62eee9c51ae"],"state_sha256":"7dff3649048019c1331e13ec32867629b86e1acc752c792c5565d2ef42607e41"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"XTfONBJOSfgRLp7qOJwRx6Q/VnxCQoMf6/3UdxoDP62TwFoBh1LO3pW7pdQQ5LhHlnV/MK3nO9Wqi7NX+xv2CA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-14T18:18:22.008474Z","bundle_sha256":"6d634f5d8db75e0bdec9ac59d5aa69e521a6ead99b5cd904ae055ed6ca990b1c"}}