{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:ZKA3U6AJCHSYHFE6QLICXL6LQB","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":"77e4f42074052cd9b5067714d5bcf7794ca593ad4d5f87dc25b35b7547e46430","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-05-18T04:01:38Z","title_canon_sha256":"6d944fabaf848cdd710b5d972d9f04da945f423d50b95ba0ad46f24f9984383c"},"schema_version":"1.0","source":{"id":"2605.17827","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.17827","created_at":"2026-05-20T00:05:00Z"},{"alias_kind":"arxiv_version","alias_value":"2605.17827v1","created_at":"2026-05-20T00:05:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.17827","created_at":"2026-05-20T00:05:00Z"},{"alias_kind":"pith_short_12","alias_value":"ZKA3U6AJCHSY","created_at":"2026-05-20T00:05:00Z"},{"alias_kind":"pith_short_16","alias_value":"ZKA3U6AJCHSYHFE6","created_at":"2026-05-20T00:05:00Z"},{"alias_kind":"pith_short_8","alias_value":"ZKA3U6AJ","created_at":"2026-05-20T00:05:00Z"}],"graph_snapshots":[{"event_id":"sha256:9e2150d557d1254209f6da2334ed1709fb1e4b20f76dbf7c31380a144ff3e5b1","target":"graph","created_at":"2026-05-20T00:05:00Z","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/2605.17827/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Generative analysis often models multi-domain observations as nonlinear mixtures of domain-invariant content variables and domain-specific style variables. Identifying both factors from unpaired domains enables tasks such as domain transfer and counterfactual data generation. Prior work establishes identifiability under (block-wise) statistical independence between content and style, or via sparse Jacobian assumptions on the nonlinear mixing function, but such conditions can be restrictive in practice. In this work, we introduce content-style differential independence (CSDI), an alternative st","authors_text":"Hoang-Son Nguyen, Sagar Shrestha, Subash Timilsina, Xiao Fu","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-05-18T04:01:38Z","title":"Content-Style Identification via Differential Independence"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.17827","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":"sha256:25bc4083adadb4796767701ca919079aa681028b59005be3bc09fe8025cff26d","target":"record","created_at":"2026-05-20T00:05:00Z","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":"77e4f42074052cd9b5067714d5bcf7794ca593ad4d5f87dc25b35b7547e46430","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-05-18T04:01:38Z","title_canon_sha256":"6d944fabaf848cdd710b5d972d9f04da945f423d50b95ba0ad46f24f9984383c"},"schema_version":"1.0","source":{"id":"2605.17827","kind":"arxiv","version":1}},"canonical_sha256":"ca81ba780911e583949e82d02bafcb805e09d5d543327c27179146219b451ee2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ca81ba780911e583949e82d02bafcb805e09d5d543327c27179146219b451ee2","first_computed_at":"2026-05-20T00:05:00.409493Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-20T00:05:00.409493Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"D5xDNbDdaIBtBYYQg7kD7GP2mFEF5ld5+EyUcbNYlhY6Z9SxmiQ+JFfVonyMP2GitD5/pTO8dljM8pRkjBkqDA==","signature_status":"signed_v1","signed_at":"2026-05-20T00:05:00.410407Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.17827","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:25bc4083adadb4796767701ca919079aa681028b59005be3bc09fe8025cff26d","sha256:9e2150d557d1254209f6da2334ed1709fb1e4b20f76dbf7c31380a144ff3e5b1"],"state_sha256":"87409990fd9b85832a85686b2afc290c7a16843254af6b054006fd981e1b2cf9"}