{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:EZJVE4GIWLXDNUADHLGNVXFLON","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":"99d1f16c45e4a5baca9588ef712fb864844adf55d7f77166a6162656283baadc","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"hep-ph","submitted_at":"2024-12-20T19:00:01Z","title_canon_sha256":"db02ed30b525c3b4a39179589359854689854b4dd21bd8b126a92f5cfff39d07"},"schema_version":"1.0","source":{"id":"2412.16286","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.16286","created_at":"2026-07-05T09:52:44Z"},{"alias_kind":"arxiv_version","alias_value":"2412.16286v1","created_at":"2026-07-05T09:52:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.16286","created_at":"2026-07-05T09:52:44Z"},{"alias_kind":"pith_short_12","alias_value":"EZJVE4GIWLXD","created_at":"2026-07-05T09:52:44Z"},{"alias_kind":"pith_short_16","alias_value":"EZJVE4GIWLXDNUAD","created_at":"2026-07-05T09:52:44Z"},{"alias_kind":"pith_short_8","alias_value":"EZJVE4GI","created_at":"2026-07-05T09:52:44Z"}],"graph_snapshots":[{"event_id":"sha256:a7ad98fba98a75cc6999074740dc3ac067080e27fe366e13f300d140a1bdd143","target":"graph","created_at":"2026-07-05T09:52:44Z","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/2412.16286/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The growth in beyond standard model (BSM) models and parametrizations has placed strong emphasis on systematically intercomparing within the range of possible models with controlled uncertainties. In this setting, the language of uncertainty quantification (UQ) provides quantitative metrics of assessing overlaps and discrepancies between models. We leverage recent machine learning (ML) developments in evidential deep learning (EDL) for UQ to separate data (aleatoric) and knowledge (epistemic) uncertainties in a model discrimination setting. In this study, we construct several potentially BSM-m","authors_text":"Brandon Kriesten, T.J. Hobbs","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"hep-ph","submitted_at":"2024-12-20T19:00:01Z","title":"Anomalous electroweak physics unraveled via evidential deep learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.16286","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":"sha256:1d5458b9a3dd76d56d600ec51ae88d9cb93f49fddd36e1b21d3f0682e1d9e38c","target":"record","created_at":"2026-07-05T09:52:44Z","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":"99d1f16c45e4a5baca9588ef712fb864844adf55d7f77166a6162656283baadc","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"hep-ph","submitted_at":"2024-12-20T19:00:01Z","title_canon_sha256":"db02ed30b525c3b4a39179589359854689854b4dd21bd8b126a92f5cfff39d07"},"schema_version":"1.0","source":{"id":"2412.16286","kind":"arxiv","version":1}},"canonical_sha256":"26535270c8b2ee36d0033accdadcab7369268e4188f60d85f07d846d04d8ace5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"26535270c8b2ee36d0033accdadcab7369268e4188f60d85f07d846d04d8ace5","first_computed_at":"2026-07-05T09:52:44.273627Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:52:44.273627Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"WMjmy142XNDN7R/ExjAcmFnR5MxaDiwDGb+fGq9ET3lVZw7tG50CdRJwRfUITJKKjncQcsijbMvjs+YHbu70DA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:52:44.274087Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.16286","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1d5458b9a3dd76d56d600ec51ae88d9cb93f49fddd36e1b21d3f0682e1d9e38c","sha256:a7ad98fba98a75cc6999074740dc3ac067080e27fe366e13f300d140a1bdd143"],"state_sha256":"c39a92e93d86967cae2812170ce5ee2bb723172ff86787ed9c2fc76fe386c98a"}