{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:PPF6REMF6RGTGPTOLGHQD2LZXP","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":"3ef7ed421b8942683b0f2979347497fd8cd0b8aa30dcddc5a2ffa0c054098795","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ML","submitted_at":"2022-03-07T07:42:40Z","title_canon_sha256":"f282381a2b9a87b4a7422d9834b507f0777f7a64994f90152afa20ff6f104580"},"schema_version":"1.0","source":{"id":"2203.03185","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2203.03185","created_at":"2026-07-05T04:34:36Z"},{"alias_kind":"arxiv_version","alias_value":"2203.03185v3","created_at":"2026-07-05T04:34:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2203.03185","created_at":"2026-07-05T04:34:36Z"},{"alias_kind":"pith_short_12","alias_value":"PPF6REMF6RGT","created_at":"2026-07-05T04:34:36Z"},{"alias_kind":"pith_short_16","alias_value":"PPF6REMF6RGTGPTO","created_at":"2026-07-05T04:34:36Z"},{"alias_kind":"pith_short_8","alias_value":"PPF6REMF","created_at":"2026-07-05T04:34:36Z"}],"graph_snapshots":[{"event_id":"sha256:294d350524596443134caceff1c745fed407bce6403ece5bc94b5cbefef5d163","target":"graph","created_at":"2026-07-05T04:34:36Z","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/2203.03185/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Estimating treatment effects is of great importance for many biomedical applications with observational data. Particularly, interpretability of the treatment effects is preferable for many biomedical researchers. In this paper, we first provide a theoretical analysis and derive an upper bound for the bias of average treatment effect (ATE) estimation under the strong ignorability assumption. Derived by leveraging appealing properties of the Weighted Energy Distance, our upper bound is tighter than what has been reported in the literature. Motivated by the theoretical analysis, we propose a nove","authors_text":"Kan Chen, Qi Long, Qishuo Yin","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ML","submitted_at":"2022-03-07T07:42:40Z","title":"Covariate-Balancing-Aware Interpretable Deep Learning models for Treatment Effect Estimation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2203.03185","kind":"arxiv","version":3},"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":"sha256:12f45f67469fcd65aedad91eb8419a1ac0d62b4d6576c485847628ac87dcbc1a","target":"record","created_at":"2026-07-05T04:34:36Z","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":"3ef7ed421b8942683b0f2979347497fd8cd0b8aa30dcddc5a2ffa0c054098795","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ML","submitted_at":"2022-03-07T07:42:40Z","title_canon_sha256":"f282381a2b9a87b4a7422d9834b507f0777f7a64994f90152afa20ff6f104580"},"schema_version":"1.0","source":{"id":"2203.03185","kind":"arxiv","version":3}},"canonical_sha256":"7bcbe89185f44d333e6e598f01e979bbec41b8a5ebeb4c60be1f72fab9961b78","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7bcbe89185f44d333e6e598f01e979bbec41b8a5ebeb4c60be1f72fab9961b78","first_computed_at":"2026-07-05T04:34:36.544356Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:34:36.544356Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"lpjf6WuIMGD9bXJGl7tw4AQh8qGp134B5wF+Lr/2LIbhTXIQg2Y7sRlaCABpumI/LUjdS/0Q5J10gENtRRRfDw==","signature_status":"signed_v1","signed_at":"2026-07-05T04:34:36.544872Z","signed_message":"canonical_sha256_bytes"},"source_id":"2203.03185","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:12f45f67469fcd65aedad91eb8419a1ac0d62b4d6576c485847628ac87dcbc1a","sha256:294d350524596443134caceff1c745fed407bce6403ece5bc94b5cbefef5d163"],"state_sha256":"65ff18dc1584a3f9964f6df13842f9992cddece437535fc412aef590ec2dc072"}