{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:OAD376A34XDLVHUQMAU27RULJM","short_pith_number":"pith:OAD376A3","canonical_record":{"source":{"id":"2304.10701","kind":"arxiv","version":9},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-04-21T02:02:02Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"007afbd6c7febc075c90361f3f2ce9190400673c8bcdef7344440bc9ab25b917","abstract_canon_sha256":"6734ffc4179b8052cd21fd7103d7381dba5ce6ea50f31284d927f526693845fb"},"schema_version":"1.0"},"canonical_sha256":"7007bff81be5c6ba9e906029afc68b4b2abdc588e0245c99cce30b2893e25a0c","source":{"kind":"arxiv","id":"2304.10701","version":9},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2304.10701","created_at":"2026-07-05T10:48:11Z"},{"alias_kind":"arxiv_version","alias_value":"2304.10701v9","created_at":"2026-07-05T10:48:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2304.10701","created_at":"2026-07-05T10:48:11Z"},{"alias_kind":"pith_short_12","alias_value":"OAD376A34XDL","created_at":"2026-07-05T10:48:11Z"},{"alias_kind":"pith_short_16","alias_value":"OAD376A34XDLVHUQ","created_at":"2026-07-05T10:48:11Z"},{"alias_kind":"pith_short_8","alias_value":"OAD376A3","created_at":"2026-07-05T10:48:11Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:OAD376A34XDLVHUQMAU27RULJM","target":"record","payload":{"canonical_record":{"source":{"id":"2304.10701","kind":"arxiv","version":9},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-04-21T02:02:02Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"007afbd6c7febc075c90361f3f2ce9190400673c8bcdef7344440bc9ab25b917","abstract_canon_sha256":"6734ffc4179b8052cd21fd7103d7381dba5ce6ea50f31284d927f526693845fb"},"schema_version":"1.0"},"canonical_sha256":"7007bff81be5c6ba9e906029afc68b4b2abdc588e0245c99cce30b2893e25a0c","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:48:11.966506Z","signature_b64":"wn11unKdKiiQDGqzcinvhZaV9JTdxNvbGWnGjgWlFM3hevRI4U1RHmjiXolzrbDqrAY698eWf6IQA3CbUqmXCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"7007bff81be5c6ba9e906029afc68b4b2abdc588e0245c99cce30b2893e25a0c","last_reissued_at":"2026-07-05T10:48:11.965994Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:48:11.965994Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2304.10701","source_version":9,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:48:11Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ZI1ySBlto95O/YtKVnWpd5Q3XEmxZ8lXAprdSw7rqLeG3rnPPpSPfIj/dNaHZwcD9NQVPleO+qJpuXGSiqz0Aw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T02:09:47.897273Z"},"content_sha256":"8bb1b6ff28617286421804d553a8adc9f4bd160bf198f637fd538035c21a43e4","schema_version":"1.0","event_id":"sha256:8bb1b6ff28617286421804d553a8adc9f4bd160bf198f637fd538035c21a43e4"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:OAD376A34XDLVHUQMAU27RULJM","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"GMValuator: Similarity-based Data Valuation for Generative Models","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.CV","authors_text":"Benlin Liu, James Zou, Jiaxi Yang, Wenglong Deng, Xiaoxiao Li, Yangsibo Huang","submitted_at":"2023-04-21T02:02:02Z","abstract_excerpt":"Data valuation plays a crucial role in machine learning. Existing data valuation methods, mainly focused on discriminative models, overlook generative models that have gained attention recently. In generative models, data valuation measures the impact of training data on generated datasets. Very few existing attempts at data valuation methods designed for deep generative models either concentrate on specific models or lack robustness in their outcomes. Moreover, efficiency still reveals vulnerable shortcomings. We formulate the data valuation problem in generative models from a similarity matc"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2304.10701","kind":"arxiv","version":9},"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/2304.10701/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":"2026-07-05T10:48:11Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"LYhZapipZHiyHghQJl+sS2nLrsXVYGM/onjoe5PSjI2N6XPzceGZuOj+MqvMBmoHGk+C11br/UoB239Pets8CQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T02:09:47.897610Z"},"content_sha256":"18b5c0ce3680e597e25e60130ecb439d6e6782a44efe98f238784f8ae40e32dc","schema_version":"1.0","event_id":"sha256:18b5c0ce3680e597e25e60130ecb439d6e6782a44efe98f238784f8ae40e32dc"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/OAD376A34XDLVHUQMAU27RULJM/bundle.json","state_url":"https://pith.science/pith/OAD376A34XDLVHUQMAU27RULJM/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/OAD376A34XDLVHUQMAU27RULJM/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":"2026-08-15T02:09:47Z","links":{"resolver":"https://pith.science/pith/OAD376A34XDLVHUQMAU27RULJM","bundle":"https://pith.science/pith/OAD376A34XDLVHUQMAU27RULJM/bundle.json","state":"https://pith.science/pith/OAD376A34XDLVHUQMAU27RULJM/state.json","well_known_bundle":"https://pith.science/.well-known/pith/OAD376A34XDLVHUQMAU27RULJM/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:OAD376A34XDLVHUQMAU27RULJM","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":"6734ffc4179b8052cd21fd7103d7381dba5ce6ea50f31284d927f526693845fb","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-04-21T02:02:02Z","title_canon_sha256":"007afbd6c7febc075c90361f3f2ce9190400673c8bcdef7344440bc9ab25b917"},"schema_version":"1.0","source":{"id":"2304.10701","kind":"arxiv","version":9}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2304.10701","created_at":"2026-07-05T10:48:11Z"},{"alias_kind":"arxiv_version","alias_value":"2304.10701v9","created_at":"2026-07-05T10:48:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2304.10701","created_at":"2026-07-05T10:48:11Z"},{"alias_kind":"pith_short_12","alias_value":"OAD376A34XDL","created_at":"2026-07-05T10:48:11Z"},{"alias_kind":"pith_short_16","alias_value":"OAD376A34XDLVHUQ","created_at":"2026-07-05T10:48:11Z"},{"alias_kind":"pith_short_8","alias_value":"OAD376A3","created_at":"2026-07-05T10:48:11Z"}],"graph_snapshots":[{"event_id":"sha256:18b5c0ce3680e597e25e60130ecb439d6e6782a44efe98f238784f8ae40e32dc","target":"graph","created_at":"2026-07-05T10:48:11Z","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/2304.10701/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Data valuation plays a crucial role in machine learning. Existing data valuation methods, mainly focused on discriminative models, overlook generative models that have gained attention recently. In generative models, data valuation measures the impact of training data on generated datasets. Very few existing attempts at data valuation methods designed for deep generative models either concentrate on specific models or lack robustness in their outcomes. Moreover, efficiency still reveals vulnerable shortcomings. We formulate the data valuation problem in generative models from a similarity matc","authors_text":"Benlin Liu, James Zou, Jiaxi Yang, Wenglong Deng, Xiaoxiao Li, Yangsibo Huang","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-04-21T02:02:02Z","title":"GMValuator: Similarity-based Data Valuation for Generative Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2304.10701","kind":"arxiv","version":9},"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":"sha256:8bb1b6ff28617286421804d553a8adc9f4bd160bf198f637fd538035c21a43e4","target":"record","created_at":"2026-07-05T10:48:11Z","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":"6734ffc4179b8052cd21fd7103d7381dba5ce6ea50f31284d927f526693845fb","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-04-21T02:02:02Z","title_canon_sha256":"007afbd6c7febc075c90361f3f2ce9190400673c8bcdef7344440bc9ab25b917"},"schema_version":"1.0","source":{"id":"2304.10701","kind":"arxiv","version":9}},"canonical_sha256":"7007bff81be5c6ba9e906029afc68b4b2abdc588e0245c99cce30b2893e25a0c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7007bff81be5c6ba9e906029afc68b4b2abdc588e0245c99cce30b2893e25a0c","first_computed_at":"2026-07-05T10:48:11.965994Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:48:11.965994Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"wn11unKdKiiQDGqzcinvhZaV9JTdxNvbGWnGjgWlFM3hevRI4U1RHmjiXolzrbDqrAY698eWf6IQA3CbUqmXCw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:48:11.966506Z","signed_message":"canonical_sha256_bytes"},"source_id":"2304.10701","source_kind":"arxiv","source_version":9}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8bb1b6ff28617286421804d553a8adc9f4bd160bf198f637fd538035c21a43e4","sha256:18b5c0ce3680e597e25e60130ecb439d6e6782a44efe98f238784f8ae40e32dc"],"state_sha256":"f77864c633950fb00a831d24ec4512cb4f38857cf0c188230d647ae6aa73fab7"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"pg63URgmUULXFG31UWkWCZ4C7uVxipyf3IlcJXDTwlWB1QW2EU/+GEvOI7xml/PI3v2YlX9rRSKhazUOrHUTCA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-15T02:09:47.900955Z","bundle_sha256":"25362f018b35cd9aed6a46f4f962ca0a391f6afdc53af24d87107390324b674c"}}