{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:OKA3233IJS5PYXKW7FC2E2G7LG","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":"c7922c5a24f05264efa9f08892bd09d7f01bd6dd721c4799b86644bd986ed3c5","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-05-26T10:16:45Z","title_canon_sha256":"5e0f7001c96de0c8f2e83260923b994f7aed26d9a295bfb381f1d0c859d8d9e6"},"schema_version":"1.0","source":{"id":"2605.26802","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.26802","created_at":"2026-05-27T01:06:13Z"},{"alias_kind":"arxiv_version","alias_value":"2605.26802v1","created_at":"2026-05-27T01:06:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.26802","created_at":"2026-05-27T01:06:13Z"},{"alias_kind":"pith_short_12","alias_value":"OKA3233IJS5P","created_at":"2026-05-27T01:06:13Z"},{"alias_kind":"pith_short_16","alias_value":"OKA3233IJS5PYXKW","created_at":"2026-05-27T01:06:13Z"},{"alias_kind":"pith_short_8","alias_value":"OKA3233I","created_at":"2026-05-27T01:06:13Z"}],"graph_snapshots":[{"event_id":"sha256:433338225b55bd68a79568cb8b8a76d5ddcfe55204dd1b345554729253d113dc","target":"graph","created_at":"2026-05-27T01:06:13Z","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/2605.26802/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Generating high-fidelity synthetic tabular data under formal differential privacy guarantees remains an open challenge. Methods that provide strong theoretical protection typically sacrifice the modeling of inter-feature dependencies required for realistic synthesis, while architectures that excel at capturing complex column relationships offer only empirical privacy guarantees. We present PATE-TabTransGAN, a generative framework that integrates the Private Aggregation of Teacher Ensembles (PATE) mechanism with a Transformer-based student discriminator to jointly address both requirements, and","authors_text":"M. Wo\\'zniak, M. Youssef","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-05-26T10:16:45Z","title":"PATE-TabTransGAN: Differentially Private Synthetic Tabular Data Generation via Transformer-Based Student Discrimination"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.26802","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:e81df1dbb1878ce7aa475f4c4321e0479eb37914b843ff4dc435f6ffa7393d4a","target":"record","created_at":"2026-05-27T01:06:13Z","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":"c7922c5a24f05264efa9f08892bd09d7f01bd6dd721c4799b86644bd986ed3c5","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-05-26T10:16:45Z","title_canon_sha256":"5e0f7001c96de0c8f2e83260923b994f7aed26d9a295bfb381f1d0c859d8d9e6"},"schema_version":"1.0","source":{"id":"2605.26802","kind":"arxiv","version":1}},"canonical_sha256":"7281bd6f684cbafc5d56f945a268df59940caa8711ececd74799c4029b1f41d1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7281bd6f684cbafc5d56f945a268df59940caa8711ececd74799c4029b1f41d1","first_computed_at":"2026-05-27T01:06:13.390110Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-27T01:06:13.390110Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2CzdFB3txuzH6zDOKoh1AqaOOuW80G7gMh21I/a/gJ8fJsKas9DmtRj6nHs42IBh1dItiBLaVQFiPLfL/bf6CA==","signature_status":"signed_v1","signed_at":"2026-05-27T01:06:13.390733Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.26802","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e81df1dbb1878ce7aa475f4c4321e0479eb37914b843ff4dc435f6ffa7393d4a","sha256:433338225b55bd68a79568cb8b8a76d5ddcfe55204dd1b345554729253d113dc"],"state_sha256":"2ccf5b7886897fcda05613ec033756a24dbc9c83d64e383092f157b5ec0859dd"}