{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:PTM4CM5GHY7UGA52CI6MEY4MU7","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":"1e9e70d01456b15dbf1ed84df2446936b37776d253521ddcd97b3e1eefb3ddcc","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-04-28T07:07:50Z","title_canon_sha256":"b140548cbe20a0ad2fc5d3a11da71da1908c07d6d9be43a4555f31d67a6b6bd8"},"schema_version":"1.0","source":{"id":"2504.19527","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.19527","created_at":"2026-07-05T10:54:58Z"},{"alias_kind":"arxiv_version","alias_value":"2504.19527v1","created_at":"2026-07-05T10:54:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.19527","created_at":"2026-07-05T10:54:58Z"},{"alias_kind":"pith_short_12","alias_value":"PTM4CM5GHY7U","created_at":"2026-07-05T10:54:58Z"},{"alias_kind":"pith_short_16","alias_value":"PTM4CM5GHY7UGA52","created_at":"2026-07-05T10:54:58Z"},{"alias_kind":"pith_short_8","alias_value":"PTM4CM5G","created_at":"2026-07-05T10:54:58Z"}],"graph_snapshots":[{"event_id":"sha256:17eec9f62ab66699c68c47b8a714fcaf975454d6798b63adce6224b56b450cc1","target":"graph","created_at":"2026-07-05T10:54:58Z","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/2504.19527/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Estimating long-term treatment effects has a wide range of applications in various domains. A key feature in this context is that collecting long-term outcomes typically involves a multi-stage process and is subject to monotone missing, where individuals missing at an earlier stage remain missing at subsequent stages. Despite its prevalence, monotone missing has been rarely explored in previous studies on estimating long-term treatment effects. In this paper, we address this gap by introducing the sequential missingness assumption for identification. We propose three novel estimation methods, ","authors_text":"Peng Wu, Qinwei Yang, Ruocheng Guo, Shasha Han","cross_cats":["stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-04-28T07:07:50Z","title":"Identification and Estimation of Long-Term Treatment Effects with Monotone Missing"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.19527","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:fb68ff2403b922df4fd2a2f7c3ad1853417101a5431c62c3856164d48c806bcf","target":"record","created_at":"2026-07-05T10:54:58Z","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":"1e9e70d01456b15dbf1ed84df2446936b37776d253521ddcd97b3e1eefb3ddcc","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-04-28T07:07:50Z","title_canon_sha256":"b140548cbe20a0ad2fc5d3a11da71da1908c07d6d9be43a4555f31d67a6b6bd8"},"schema_version":"1.0","source":{"id":"2504.19527","kind":"arxiv","version":1}},"canonical_sha256":"7cd9c133a63e3f4303ba123cc2638ca7eec34e9a240c98bec58b677901cab8ef","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7cd9c133a63e3f4303ba123cc2638ca7eec34e9a240c98bec58b677901cab8ef","first_computed_at":"2026-07-05T10:54:58.862109Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:54:58.862109Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"NBPoQrmv5ioCl7dNGcVgFKC6uGfHTPWk/eygBEsVatYdxfncEYZVplY1jz/l7aLET/z7Lpxhpb6ZGLS8OwToCw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:54:58.862640Z","signed_message":"canonical_sha256_bytes"},"source_id":"2504.19527","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fb68ff2403b922df4fd2a2f7c3ad1853417101a5431c62c3856164d48c806bcf","sha256:17eec9f62ab66699c68c47b8a714fcaf975454d6798b63adce6224b56b450cc1"],"state_sha256":"e865a867e7582a59e9982a305bd838852e8d3ca9bbb5e5042e79a3e00480732e"}