{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:ASDNJI6DADIL5ZUZ7BJS4XAFRZ","short_pith_number":"pith:ASDNJI6D","canonical_record":{"source":{"id":"2309.16668","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-09-28T17:59:29Z","cross_cats_sorted":["cs.AI","cs.GR","cs.LG"],"title_canon_sha256":"f920c9dd8e8e50cb39597dfbc985e4fab8beafe005163e5b407db1c7323afbca","abstract_canon_sha256":"7967cc86b0cf0a573cc684b589867ec1ae0fa8589215815a43d3364b6bdbad4e"},"schema_version":"1.0"},"canonical_sha256":"0486d4a3c300d0bee699f8532e5c058e403d357554b5f7542e1e9f32da7b9b29","source":{"kind":"arxiv","id":"2309.16668","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2309.16668","created_at":"2026-07-05T08:18:44Z"},{"alias_kind":"arxiv_version","alias_value":"2309.16668v2","created_at":"2026-07-05T08:18:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2309.16668","created_at":"2026-07-05T08:18:44Z"},{"alias_kind":"pith_short_12","alias_value":"ASDNJI6DADIL","created_at":"2026-07-05T08:18:44Z"},{"alias_kind":"pith_short_16","alias_value":"ASDNJI6DADIL5ZUZ","created_at":"2026-07-05T08:18:44Z"},{"alias_kind":"pith_short_8","alias_value":"ASDNJI6D","created_at":"2026-07-05T08:18:44Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:ASDNJI6DADIL5ZUZ7BJS4XAFRZ","target":"record","payload":{"canonical_record":{"source":{"id":"2309.16668","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-09-28T17:59:29Z","cross_cats_sorted":["cs.AI","cs.GR","cs.LG"],"title_canon_sha256":"f920c9dd8e8e50cb39597dfbc985e4fab8beafe005163e5b407db1c7323afbca","abstract_canon_sha256":"7967cc86b0cf0a573cc684b589867ec1ae0fa8589215815a43d3364b6bdbad4e"},"schema_version":"1.0"},"canonical_sha256":"0486d4a3c300d0bee699f8532e5c058e403d357554b5f7542e1e9f32da7b9b29","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:18:44.339891Z","signature_b64":"Z9Y8eolcDKK6nBHz4pUXbziZSg14b3ZjXfHBUinaHGBcT9a1+0gPg5MDeMR52lCg/fA9ksHxr+Vr0pl403jmAw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"0486d4a3c300d0bee699f8532e5c058e403d357554b5f7542e1e9f32da7b9b29","last_reissued_at":"2026-07-05T08:18:44.339403Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:18:44.339403Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2309.16668","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":"2026-07-05T08:18:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Nyp8OFDFsGeC9wtPZbNMtPfUqIC9bLhpn/CdpnnztVWGQls5MeU2X2k0/LR+xDb+veWUZDkSISJAm0iqbehUAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T04:26:21.872142Z"},"content_sha256":"d0cd11dad474dc46d09c6b5845b14128084ed0211ce79908da0358f9044c55a2","schema_version":"1.0","event_id":"sha256:d0cd11dad474dc46d09c6b5845b14128084ed0211ce79908da0358f9044c55a2"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:ASDNJI6DADIL5ZUZ7BJS4XAFRZ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"RealFill: Reference-Driven Generation for Authentic Image Completion","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.GR","cs.LG"],"primary_cat":"cs.CV","authors_text":"Aleksander Holynski, Bharath Hariharan, David E. Jacobs, Kfir Aberman, Luming Tang, Michael Rubinstein, Nataniel Ruiz, Neal Wadhwa, Qinghao Chu, Yael Pritch, Yuanzhen Li","submitted_at":"2023-09-28T17:59:29Z","abstract_excerpt":"Recent advances in generative imagery have brought forth outpainting and inpainting models that can produce high-quality, plausible image content in unknown regions. However, the content these models hallucinate is necessarily inauthentic, since they are unaware of the true scene. In this work, we propose RealFill, a novel generative approach for image completion that fills in missing regions of an image with the content that should have been there. RealFill is a generative inpainting model that is personalized using only a few reference images of a scene. These reference images do not have to"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2309.16668","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/2309.16668/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":"2026-07-05T08:18:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"tZSdR0C2jaU+zeGfcQM6daSIKAAH3wkdvU22miE9sC8HaJGK5PmPKOAbDBBymaAbnnRFos4EO/zt6jsCWhB1Aw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T04:26:21.872536Z"},"content_sha256":"585380b3d9a4845e72fc949298f91968bbe5c76ab1de0fcfdd0a93a69d14229f","schema_version":"1.0","event_id":"sha256:585380b3d9a4845e72fc949298f91968bbe5c76ab1de0fcfdd0a93a69d14229f"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/ASDNJI6DADIL5ZUZ7BJS4XAFRZ/bundle.json","state_url":"https://pith.science/pith/ASDNJI6DADIL5ZUZ7BJS4XAFRZ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/ASDNJI6DADIL5ZUZ7BJS4XAFRZ/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":"2026-07-07T04:26:21Z","links":{"resolver":"https://pith.science/pith/ASDNJI6DADIL5ZUZ7BJS4XAFRZ","bundle":"https://pith.science/pith/ASDNJI6DADIL5ZUZ7BJS4XAFRZ/bundle.json","state":"https://pith.science/pith/ASDNJI6DADIL5ZUZ7BJS4XAFRZ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/ASDNJI6DADIL5ZUZ7BJS4XAFRZ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:ASDNJI6DADIL5ZUZ7BJS4XAFRZ","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":"7967cc86b0cf0a573cc684b589867ec1ae0fa8589215815a43d3364b6bdbad4e","cross_cats_sorted":["cs.AI","cs.GR","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-09-28T17:59:29Z","title_canon_sha256":"f920c9dd8e8e50cb39597dfbc985e4fab8beafe005163e5b407db1c7323afbca"},"schema_version":"1.0","source":{"id":"2309.16668","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2309.16668","created_at":"2026-07-05T08:18:44Z"},{"alias_kind":"arxiv_version","alias_value":"2309.16668v2","created_at":"2026-07-05T08:18:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2309.16668","created_at":"2026-07-05T08:18:44Z"},{"alias_kind":"pith_short_12","alias_value":"ASDNJI6DADIL","created_at":"2026-07-05T08:18:44Z"},{"alias_kind":"pith_short_16","alias_value":"ASDNJI6DADIL5ZUZ","created_at":"2026-07-05T08:18:44Z"},{"alias_kind":"pith_short_8","alias_value":"ASDNJI6D","created_at":"2026-07-05T08:18:44Z"}],"graph_snapshots":[{"event_id":"sha256:585380b3d9a4845e72fc949298f91968bbe5c76ab1de0fcfdd0a93a69d14229f","target":"graph","created_at":"2026-07-05T08:18:44Z","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/2309.16668/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recent advances in generative imagery have brought forth outpainting and inpainting models that can produce high-quality, plausible image content in unknown regions. However, the content these models hallucinate is necessarily inauthentic, since they are unaware of the true scene. In this work, we propose RealFill, a novel generative approach for image completion that fills in missing regions of an image with the content that should have been there. RealFill is a generative inpainting model that is personalized using only a few reference images of a scene. These reference images do not have to","authors_text":"Aleksander Holynski, Bharath Hariharan, David E. Jacobs, Kfir Aberman, Luming Tang, Michael Rubinstein, Nataniel Ruiz, Neal Wadhwa, Qinghao Chu, Yael Pritch, Yuanzhen Li","cross_cats":["cs.AI","cs.GR","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-09-28T17:59:29Z","title":"RealFill: Reference-Driven Generation for Authentic Image Completion"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2309.16668","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:d0cd11dad474dc46d09c6b5845b14128084ed0211ce79908da0358f9044c55a2","target":"record","created_at":"2026-07-05T08:18:44Z","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":"7967cc86b0cf0a573cc684b589867ec1ae0fa8589215815a43d3364b6bdbad4e","cross_cats_sorted":["cs.AI","cs.GR","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2023-09-28T17:59:29Z","title_canon_sha256":"f920c9dd8e8e50cb39597dfbc985e4fab8beafe005163e5b407db1c7323afbca"},"schema_version":"1.0","source":{"id":"2309.16668","kind":"arxiv","version":2}},"canonical_sha256":"0486d4a3c300d0bee699f8532e5c058e403d357554b5f7542e1e9f32da7b9b29","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0486d4a3c300d0bee699f8532e5c058e403d357554b5f7542e1e9f32da7b9b29","first_computed_at":"2026-07-05T08:18:44.339403Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:18:44.339403Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Z9Y8eolcDKK6nBHz4pUXbziZSg14b3ZjXfHBUinaHGBcT9a1+0gPg5MDeMR52lCg/fA9ksHxr+Vr0pl403jmAw==","signature_status":"signed_v1","signed_at":"2026-07-05T08:18:44.339891Z","signed_message":"canonical_sha256_bytes"},"source_id":"2309.16668","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d0cd11dad474dc46d09c6b5845b14128084ed0211ce79908da0358f9044c55a2","sha256:585380b3d9a4845e72fc949298f91968bbe5c76ab1de0fcfdd0a93a69d14229f"],"state_sha256":"90656ca9075ae917bc2122febe42a973186bfa13d2acc9fb2fdaa8c5921b677a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"GmCBKrn94bbchoQkKAauOtuHP+EN6oPksnCufd5H0U0jf5GsIOF3U5IBi4QUrgnQ6J4RW9PvYw/4pFzw4zuBCA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-07T04:26:21.874509Z","bundle_sha256":"0ddd643a93da4de743e47922d363c39d379609086786412f5898a7255353e60d"}}