{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:KDKO24KZQDUQOV3CCS7IZSLNU2","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":"9baf5c916999b709530243927ca67cb070a5dfc3198373bb3a4fb8a457dc5b78","cross_cats_sorted":["cs.AI","cs.CR"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2026-07-05T14:45:29Z","title_canon_sha256":"3039a5596eb5d398b7f48c1052b0e13101f25b077ef81536d58fbee65aa4ee4c"},"schema_version":"1.0","source":{"id":"2607.04339","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.04339","created_at":"2026-07-07T02:19:09Z"},{"alias_kind":"arxiv_version","alias_value":"2607.04339v1","created_at":"2026-07-07T02:19:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.04339","created_at":"2026-07-07T02:19:09Z"},{"alias_kind":"pith_short_12","alias_value":"KDKO24KZQDUQ","created_at":"2026-07-07T02:19:09Z"},{"alias_kind":"pith_short_16","alias_value":"KDKO24KZQDUQOV3C","created_at":"2026-07-07T02:19:09Z"},{"alias_kind":"pith_short_8","alias_value":"KDKO24KZ","created_at":"2026-07-07T02:19:09Z"}],"graph_snapshots":[{"event_id":"sha256:90df7f95cc6f3ffed619d15a49f2becbaa770b9af95a9c28b8b4bc558957873f","target":"graph","created_at":"2026-07-07T02:19:09Z","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/2607.04339/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Large generative models across text-to-text, text-to-image, and image-to-text modalities have been shown to pose significant privacy risks. One fundamental threat is membership inference attacks (MIA), which aim to determine whether a given data point was used in a model's training set. Although prior work has investigated MIAs against these three classes of generative models, existing approaches treat them in isolation and are not cross-applicable, thereby limiting their real-world utility. To address this limitation, we present the first comprehensive study of a unified membership inference ","authors_text":"Bo Liu, Dayong Ye, Hengzhu Liu, Junhao Liu, Kun Gao, Shuai Zhou, Tainqing Zhu, Wanlei Zhou, Yichuan Chen","cross_cats":["cs.AI","cs.CR"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2026-07-05T14:45:29Z","title":"One Framework for All: Cross-Modal Membership Inference for Generative Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.04339","kind":"arxiv","version":1},"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:ab5806a819f01186401a4a68e857c08d4e047255bfb25c57475ef378cee5beae","target":"record","created_at":"2026-07-07T02:19:09Z","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":"9baf5c916999b709530243927ca67cb070a5dfc3198373bb3a4fb8a457dc5b78","cross_cats_sorted":["cs.AI","cs.CR"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2026-07-05T14:45:29Z","title_canon_sha256":"3039a5596eb5d398b7f48c1052b0e13101f25b077ef81536d58fbee65aa4ee4c"},"schema_version":"1.0","source":{"id":"2607.04339","kind":"arxiv","version":1}},"canonical_sha256":"50d4ed715980e907576214be8cc96da6b1c6a3e9f40729a41d985cf946e07c5a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"50d4ed715980e907576214be8cc96da6b1c6a3e9f40729a41d985cf946e07c5a","first_computed_at":"2026-07-07T02:19:09.820306Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-07T02:19:09.820306Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"kzRfMzL6cjsDRRpvBKOZx3zTCul6QcVrM9GejzjMAFgzLDRnTf4mWX9c+7lN/h683kXKV8YfEk7hXjs2ikovDw==","signature_status":"signed_v1","signed_at":"2026-07-07T02:19:09.821510Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.04339","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ab5806a819f01186401a4a68e857c08d4e047255bfb25c57475ef378cee5beae","sha256:90df7f95cc6f3ffed619d15a49f2becbaa770b9af95a9c28b8b4bc558957873f"],"state_sha256":"b95bfda5171819c5c66c15c250f5625d57155f17ff6d843836813dd74bfbf158"}