{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:DARWFOOHNFLYHPZQOK34RZK4BX","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":"15f71ae1f8df18d3afa872e78624cf744121f7c316520af051d6845b22c47835","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-10-22T05:21:51Z","title_canon_sha256":"1226534f51e88bd15bc12e46bb9983da342940ba5c60d99a731e44af27e1cc7f"},"schema_version":"1.0","source":{"id":"1910.09772","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1910.09772","created_at":"2026-07-05T00:54:30Z"},{"alias_kind":"arxiv_version","alias_value":"1910.09772v2","created_at":"2026-07-05T00:54:30Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1910.09772","created_at":"2026-07-05T00:54:30Z"},{"alias_kind":"pith_short_12","alias_value":"DARWFOOHNFLY","created_at":"2026-07-05T00:54:30Z"},{"alias_kind":"pith_short_16","alias_value":"DARWFOOHNFLYHPZQ","created_at":"2026-07-05T00:54:30Z"},{"alias_kind":"pith_short_8","alias_value":"DARWFOOH","created_at":"2026-07-05T00:54:30Z"}],"graph_snapshots":[{"event_id":"sha256:749f4678e863013302b20c901c912d4bae520e73979d6580960c2e1fdbbe2583","target":"graph","created_at":"2026-07-05T00:54:30Z","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/1910.09772/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Learning disentangled representations that correspond to factors of variation in real-world data is critical to interpretable and human-controllable machine learning. Recently, concerns about the viability of learning disentangled representations in a purely unsupervised manner has spurred a shift toward the incorporation of weak supervision. However, there is currently no formalism that identifies when and how weak supervision will guarantee disentanglement. To address this issue, we provide a theoretical framework to assist in analyzing the disentanglement guarantees (or lack thereof) confer","authors_text":"Abhishek Kumar, Ben Poole, Rui Shu, Stefano Ermon, Yining Chen","cross_cats":["stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-10-22T05:21:51Z","title":"Weakly Supervised Disentanglement with Guarantees"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1910.09772","kind":"arxiv","version":2},"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:d78d091dfcda7133268746fe0a824915b78ae0268a16e36f1dbcb885175bbc98","target":"record","created_at":"2026-07-05T00:54:30Z","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":"15f71ae1f8df18d3afa872e78624cf744121f7c316520af051d6845b22c47835","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-10-22T05:21:51Z","title_canon_sha256":"1226534f51e88bd15bc12e46bb9983da342940ba5c60d99a731e44af27e1cc7f"},"schema_version":"1.0","source":{"id":"1910.09772","kind":"arxiv","version":2}},"canonical_sha256":"182362b9c7695783bf3072b7c8e55c0df40b8e49449233af198992bf7fc551f2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"182362b9c7695783bf3072b7c8e55c0df40b8e49449233af198992bf7fc551f2","first_computed_at":"2026-07-05T00:54:30.849150Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:54:30.849150Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"EfLYcXTeETqkQh9cM0cznKqlIxRi0ZR/n/E7bYcGj9g/9mUnMOAtiAnUQvlc33ZugtENYzagkIEsaEwHNgqqCg==","signature_status":"signed_v1","signed_at":"2026-07-05T00:54:30.849648Z","signed_message":"canonical_sha256_bytes"},"source_id":"1910.09772","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d78d091dfcda7133268746fe0a824915b78ae0268a16e36f1dbcb885175bbc98","sha256:749f4678e863013302b20c901c912d4bae520e73979d6580960c2e1fdbbe2583"],"state_sha256":"fe602eee20ecf022a2b1053363b246bb8900a29deb8132e7672c4244c3ce5d73"}