{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:CF5QV7YHSCT4BXRGI52PBOYPLE","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":"5d0bc72b5164a510fd148228f17643ef3fa2611efad8b148ce5627d0002a55b8","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2018-02-15T18:22:58Z","title_canon_sha256":"9f4945faa168984d2dc28ef3816ba0c8560647a55a6d109f60b86ba3aef81f69"},"schema_version":"1.0","source":{"id":"1802.05694","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1802.05694","created_at":"2026-05-18T00:23:14Z"},{"alias_kind":"arxiv_version","alias_value":"1802.05694v1","created_at":"2026-05-18T00:23:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1802.05694","created_at":"2026-05-18T00:23:14Z"},{"alias_kind":"pith_short_12","alias_value":"CF5QV7YHSCT4","created_at":"2026-05-18T12:32:16Z"},{"alias_kind":"pith_short_16","alias_value":"CF5QV7YHSCT4BXRG","created_at":"2026-05-18T12:32:16Z"},{"alias_kind":"pith_short_8","alias_value":"CF5QV7YH","created_at":"2026-05-18T12:32:16Z"}],"graph_snapshots":[{"event_id":"sha256:17c79c1ac2479212b54a9be4cbde5028e268146ceeebc7b9c579f7857b3a0037","target":"graph","created_at":"2026-05-18T00:23:14Z","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":"Many text classification tasks are known to be highly domain-dependent. Unfortunately, the availability of training data can vary drastically across domains. Worse still, for some domains there may not be any annotated data at all. In this work, we propose a multinomial adversarial network (MAN) to tackle the text classification problem in this real-world multidomain setting (MDTC). We provide theoretical justifications for the MAN framework, proving that different instances of MANs are essentially minimizers of various f-divergence metrics (Ali and Silvey, 1966) among multiple probability dis","authors_text":"Claire Cardie, Xilun Chen","cross_cats":["cs.LG","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2018-02-15T18:22:58Z","title":"Multinomial Adversarial Networks for Multi-Domain Text Classification"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1802.05694","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":"sha256:4b77ac84387ff1224b0930e6b591d79e34e2866b4ebf6efc80e182c74dd29ea7","target":"record","created_at":"2026-05-18T00:23:14Z","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":"5d0bc72b5164a510fd148228f17643ef3fa2611efad8b148ce5627d0002a55b8","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2018-02-15T18:22:58Z","title_canon_sha256":"9f4945faa168984d2dc28ef3816ba0c8560647a55a6d109f60b86ba3aef81f69"},"schema_version":"1.0","source":{"id":"1802.05694","kind":"arxiv","version":1}},"canonical_sha256":"117b0aff0790a7c0de264774f0bb0f591fe971cda37790c3bc2292304329e791","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"117b0aff0790a7c0de264774f0bb0f591fe971cda37790c3bc2292304329e791","first_computed_at":"2026-05-18T00:23:14.876406Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:23:14.876406Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Ta51WNkuXJuj3IFL15+dGDHeHYigfVvTb6IYnzHN/QQHq9Y5Gf+mvvM8ywLfEGf4b4Kk5wWiEYS8hDyTSi9tCg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:23:14.876932Z","signed_message":"canonical_sha256_bytes"},"source_id":"1802.05694","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4b77ac84387ff1224b0930e6b591d79e34e2866b4ebf6efc80e182c74dd29ea7","sha256:17c79c1ac2479212b54a9be4cbde5028e268146ceeebc7b9c579f7857b3a0037"],"state_sha256":"e10a36c88b02e34a414f481ab525c62db8cfcd1ecbf3630e684ee02cac02e7e4"}