{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:N2DAKNW7NM4GLFLKYNYYF3YHXU","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":"0a13c9d8543793d2cfbd6c4b5bc2f50efbabe19b544be359458674e2e8d8f9ae","cross_cats_sorted":["astro-ph.CO","cs.LG","gr-qc"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"astro-ph.IM","submitted_at":"2024-12-19T17:48:03Z","title_canon_sha256":"fa045191430db868387d35e4887fad20e302a6cfc80f27b30e4ac37ffe93414f"},"schema_version":"1.0","source":{"id":"2412.15100","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.15100","created_at":"2026-07-05T10:31:26Z"},{"alias_kind":"arxiv_version","alias_value":"2412.15100v2","created_at":"2026-07-05T10:31:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.15100","created_at":"2026-07-05T10:31:26Z"},{"alias_kind":"pith_short_12","alias_value":"N2DAKNW7NM4G","created_at":"2026-07-05T10:31:26Z"},{"alias_kind":"pith_short_16","alias_value":"N2DAKNW7NM4GLFLK","created_at":"2026-07-05T10:31:26Z"},{"alias_kind":"pith_short_8","alias_value":"N2DAKNW7","created_at":"2026-07-05T10:31:26Z"}],"graph_snapshots":[{"event_id":"sha256:e9c12c60d4899d2fa81627b185544f395e03db99d8150e9e1ea3e94ac006f6cf","target":"graph","created_at":"2026-07-05T10:31:26Z","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/2412.15100/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Model misspecification analysis strategies, such as anomaly detection, model validation, and model comparison are a key component of scientific model development. Over the last few years, there has been a rapid rise in the use of simulation-based inference (SBI) techniques for Bayesian parameter estimation, applied to increasingly complex forward models. To move towards fully simulation-based analysis pipelines, however, there is an urgent need for a comprehensive simulation-based framework for model misspecification analysis. In this work, we provide a solid and flexible foundation for a wide","authors_text":"Christoph Weniger, James Alvey, Noemi Anau Montel","cross_cats":["astro-ph.CO","cs.LG","gr-qc"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"astro-ph.IM","submitted_at":"2024-12-19T17:48:03Z","title":"Tests for model misspecification in simulation-based inference: from local distortions to global model checks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.15100","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:ee757e1da778b3c72dfe146ab3d0a330c93b88b9a8ccf80e8390cd9b02b38d7f","target":"record","created_at":"2026-07-05T10:31:26Z","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":"0a13c9d8543793d2cfbd6c4b5bc2f50efbabe19b544be359458674e2e8d8f9ae","cross_cats_sorted":["astro-ph.CO","cs.LG","gr-qc"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"astro-ph.IM","submitted_at":"2024-12-19T17:48:03Z","title_canon_sha256":"fa045191430db868387d35e4887fad20e302a6cfc80f27b30e4ac37ffe93414f"},"schema_version":"1.0","source":{"id":"2412.15100","kind":"arxiv","version":2}},"canonical_sha256":"6e860536df6b3865956ac37182ef07bd0a5e9599beca2dc06669fa8fc3e164da","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6e860536df6b3865956ac37182ef07bd0a5e9599beca2dc06669fa8fc3e164da","first_computed_at":"2026-07-05T10:31:26.090336Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:31:26.090336Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"xqdYTsBMKe38XQtcIIGILpmeiRHaV14gSaTaZEpGhjcJSyhoFR9nDSAgs18DmT88belXiQ+IDT8/Tt7qRbV0Dw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:31:26.091024Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.15100","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ee757e1da778b3c72dfe146ab3d0a330c93b88b9a8ccf80e8390cd9b02b38d7f","sha256:e9c12c60d4899d2fa81627b185544f395e03db99d8150e9e1ea3e94ac006f6cf"],"state_sha256":"b1dea6256012663bbef289d14fc92616b68b39392e2ec63c9203442e4ea4c09f"}