{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:T7XI4YP4SNEVZBF2GDHT6PI2PF","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":"fe161d80d1a5386aa02f41b27e5ac3c5824a05531bdccec10937924dbeba4685","cross_cats_sorted":["stat.ML"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2019-02-09T16:57:17Z","title_canon_sha256":"9388a64531be592932fef1a75bc866d0c4bc97aca95cd72ac501be608340b744"},"schema_version":"1.0","source":{"id":"1902.03444","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1902.03444","created_at":"2026-05-17T23:54:20Z"},{"alias_kind":"arxiv_version","alias_value":"1902.03444v1","created_at":"2026-05-17T23:54:20Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1902.03444","created_at":"2026-05-17T23:54:20Z"},{"alias_kind":"pith_short_12","alias_value":"T7XI4YP4SNEV","created_at":"2026-05-18T12:33:27Z"},{"alias_kind":"pith_short_16","alias_value":"T7XI4YP4SNEVZBF2","created_at":"2026-05-18T12:33:27Z"},{"alias_kind":"pith_short_8","alias_value":"T7XI4YP4","created_at":"2026-05-18T12:33:27Z"}],"graph_snapshots":[{"event_id":"sha256:35b45b457aab2f900b15276b12bce07b69bbec9787236f0d1b63eafb553e2b8e","target":"graph","created_at":"2026-05-17T23:54:20Z","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"},"paper":{"abstract_excerpt":"We propose a GAN design which models multiple distributions effectively and discovers their commonalities and particularities. Each data distribution is modeled with a mixture of $K$ generator distributions. As the generators are partially shared between the modeling of different true data distributions, shared ones captures the commonality of the distributions, while non-shared ones capture unique aspects of them. We show the effectiveness of our method on various datasets (MNIST, Fashion MNIST, CIFAR-10, Omniglot, CelebA) with compelling results.","authors_text":"Bruno Lecouat, Chuan-Sheng Foo, Georgios Piliouras, Kim-Hui Yap, Stefan Winkler, Vijay Chandrasekhar, Yasin Yaz{\\i}c{\\i}","cross_cats":["stat.ML"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2019-02-09T16:57:17Z","title":"Venn GAN: Discovering Commonalities and Particularities of Multiple Distributions"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1902.03444","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":"sha256:6da8fd55d21ec1aa5bd64efeb3100157ba5454bca778772619451ad0059654ea","target":"record","created_at":"2026-05-17T23:54:20Z","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":"fe161d80d1a5386aa02f41b27e5ac3c5824a05531bdccec10937924dbeba4685","cross_cats_sorted":["stat.ML"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2019-02-09T16:57:17Z","title_canon_sha256":"9388a64531be592932fef1a75bc866d0c4bc97aca95cd72ac501be608340b744"},"schema_version":"1.0","source":{"id":"1902.03444","kind":"arxiv","version":1}},"canonical_sha256":"9fee8e61fc93495c84ba30cf3f3d1a796e2added480234bf906c88a91f787f87","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9fee8e61fc93495c84ba30cf3f3d1a796e2added480234bf906c88a91f787f87","first_computed_at":"2026-05-17T23:54:20.812676Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:54:20.812676Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"4kk96/328YYZRDzoiwJgUcQAraN2mCOA7kb/s85E/UwBadOBdr5N4bZHBnD6yy262mOBZETa66Khf+frxnXEBQ==","signature_status":"signed_v1","signed_at":"2026-05-17T23:54:20.813258Z","signed_message":"canonical_sha256_bytes"},"source_id":"1902.03444","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6da8fd55d21ec1aa5bd64efeb3100157ba5454bca778772619451ad0059654ea","sha256:35b45b457aab2f900b15276b12bce07b69bbec9787236f0d1b63eafb553e2b8e"],"state_sha256":"0b90448e45325a2d41523defe42663bfd1a32aaccbe362d8955f730f0ea5b950"}