{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:ZNRONPSAVPX4EKBTA2XA5SKKA2","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":"0e1689f8ac14b745dd20d760a6ed3577e4823a06a87cbade9f052a3626fab3ee","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"hep-ph","submitted_at":"2022-07-25T18:00:00Z","title_canon_sha256":"ce97128790bacbb4ef5d2f94b026f35f0c128bad4fdff48185c557c5d62377f9"},"schema_version":"1.0","source":{"id":"2207.12411","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2207.12411","created_at":"2026-07-05T05:28:25Z"},{"alias_kind":"arxiv_version","alias_value":"2207.12411v3","created_at":"2026-07-05T05:28:25Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2207.12411","created_at":"2026-07-05T05:28:25Z"},{"alias_kind":"pith_short_12","alias_value":"ZNRONPSAVPX4","created_at":"2026-07-05T05:28:25Z"},{"alias_kind":"pith_short_16","alias_value":"ZNRONPSAVPX4EKBT","created_at":"2026-07-05T05:28:25Z"},{"alias_kind":"pith_short_8","alias_value":"ZNRONPSA","created_at":"2026-07-05T05:28:25Z"}],"graph_snapshots":[{"event_id":"sha256:b279117cb397598cffd8f32316e50f102b3152be6d393507baeb1a4cdcabb0de","target":"graph","created_at":"2026-07-05T05:28:25Z","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/2207.12411/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Discriminating between quark- and gluon-initiated jets has long been a central focus of jet substructure, leading to the introduction of numerous observables and calculations to high perturbative accuracy. At the same time, there have been many attempts to fully exploit the jet radiation pattern using tools from statistics and machine learning. We propose a new approach that combines a deep analytic understanding of jet substructure with the optimality promised by machine learning and statistics. After specifying an approximation to the full emission phase space, we show how to construct the o","authors_text":"Benjamin Nachman, Ian Moult, Samuel Bright-Thonney, Stefan Prestel","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"hep-ph","submitted_at":"2022-07-25T18:00:00Z","title":"Systematic Quark/Gluon Identification with Ratios of Likelihoods"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2207.12411","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:cda17f86605508c6152971f926042df789eb3cf4b63ad00b35e989fca856ed5c","target":"record","created_at":"2026-07-05T05:28:25Z","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":"0e1689f8ac14b745dd20d760a6ed3577e4823a06a87cbade9f052a3626fab3ee","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"hep-ph","submitted_at":"2022-07-25T18:00:00Z","title_canon_sha256":"ce97128790bacbb4ef5d2f94b026f35f0c128bad4fdff48185c557c5d62377f9"},"schema_version":"1.0","source":{"id":"2207.12411","kind":"arxiv","version":3}},"canonical_sha256":"cb62e6be40abefc2283306ae0ec94a069a750b3f1a9b8e8f94960301f29a50ae","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"cb62e6be40abefc2283306ae0ec94a069a750b3f1a9b8e8f94960301f29a50ae","first_computed_at":"2026-07-05T05:28:25.414089Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:28:25.414089Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"7pDUX8RAZVG7CW1yMX1WboC2hNVccZyPSHv/NLpl6i15HJBTiJdxcvzSFVp4lM5QGWUNTp92deRMdX6y20UdCA==","signature_status":"signed_v1","signed_at":"2026-07-05T05:28:25.414500Z","signed_message":"canonical_sha256_bytes"},"source_id":"2207.12411","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:cda17f86605508c6152971f926042df789eb3cf4b63ad00b35e989fca856ed5c","sha256:b279117cb397598cffd8f32316e50f102b3152be6d393507baeb1a4cdcabb0de"],"state_sha256":"6a9d94e6d870e7c1d206790e97a114c08be34cceeb8c9c6fc71776d432daa60b"}