{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:OWETFHBMC6GLLIGUH6MRSJDROS","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":"9ae92d8a82ba2bede1ed1497a0c4d703a4952afea9ff29de9e9b9847b86ce5de","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2023-01-22T00:58:14Z","title_canon_sha256":"d8e67c5a80ddfec496c8b6d51e4a90cb7b71a4323b1751d07250efa38b7d7b8c"},"schema_version":"1.0","source":{"id":"2301.09031","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2301.09031","created_at":"2026-07-05T05:34:55Z"},{"alias_kind":"arxiv_version","alias_value":"2301.09031v1","created_at":"2026-07-05T05:34:55Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2301.09031","created_at":"2026-07-05T05:34:55Z"},{"alias_kind":"pith_short_12","alias_value":"OWETFHBMC6GL","created_at":"2026-07-05T05:34:55Z"},{"alias_kind":"pith_short_16","alias_value":"OWETFHBMC6GLLIGU","created_at":"2026-07-05T05:34:55Z"},{"alias_kind":"pith_short_8","alias_value":"OWETFHBM","created_at":"2026-07-05T05:34:55Z"}],"graph_snapshots":[{"event_id":"sha256:c06bc21fdfc6eb53fac3b1a0a6c575303ac393c19b8c5600d0606bde3c5a66af","target":"graph","created_at":"2026-07-05T05:34:55Z","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/2301.09031/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recent advances in probabilistic generative modeling have motivated learning Structural Causal Models (SCM) from observational datasets using deep conditional generative models, also known as Deep Structural Causal Models (DSCM). If successful, DSCMs can be utilized for causal estimation tasks, e.g., for answering counterfactual queries. In this work, we warn practitioners about non-identifiability of counterfactual inference from observational data, even in the absence of unobserved confounding and assuming known causal structure. We prove counterfactual identifiability of monotonic generatio","authors_text":"Arash Nasr-Esfahany, Emre Kiciman","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2023-01-22T00:58:14Z","title":"Counterfactual (Non-)identifiability of Learned Structural Causal Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2301.09031","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":"sha256:17ae965c275e02834bc71aab9c5c49e7457aa48d126729ad0ae91678d82d22b0","target":"record","created_at":"2026-07-05T05:34:55Z","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":"9ae92d8a82ba2bede1ed1497a0c4d703a4952afea9ff29de9e9b9847b86ce5de","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2023-01-22T00:58:14Z","title_canon_sha256":"d8e67c5a80ddfec496c8b6d51e4a90cb7b71a4323b1751d07250efa38b7d7b8c"},"schema_version":"1.0","source":{"id":"2301.09031","kind":"arxiv","version":1}},"canonical_sha256":"7589329c2c178cb5a0d43f9919247174bb089c010e9faf424d4b35087a515005","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7589329c2c178cb5a0d43f9919247174bb089c010e9faf424d4b35087a515005","first_computed_at":"2026-07-05T05:34:55.657467Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:34:55.657467Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"cOQ1TGGhVhUEzXAjVN1TDEg1BYteI6lcm0hHVj+pITMppxjX2Ltv8IE4iB6JN2oo2Z0pZ8YNgs6uLIsCUREJCA==","signature_status":"signed_v1","signed_at":"2026-07-05T05:34:55.658051Z","signed_message":"canonical_sha256_bytes"},"source_id":"2301.09031","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:17ae965c275e02834bc71aab9c5c49e7457aa48d126729ad0ae91678d82d22b0","sha256:c06bc21fdfc6eb53fac3b1a0a6c575303ac393c19b8c5600d0606bde3c5a66af"],"state_sha256":"0cf3f857db0de8fde6b6e71e397fbe871a65c1076b1ca1fcf231b580bfcce79e"}