{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2010:6XVVSWP2AABOBDONDO5IF3O2CI","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":"b69d798820ca761a5abfecf51c17db585f477b14e529826268a3d62a39e914b3","cross_cats_sorted":["hep-ph","physics.data-an"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-ex","submitted_at":"2010-12-30T14:18:49Z","title_canon_sha256":"ab27f398561d4e9f816661d6fb29a92ac513b7039b7be06266fb9a649b2d5504"},"schema_version":"1.0","source":{"id":"1101.0090","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1101.0090","created_at":"2026-05-18T02:04:16Z"},{"alias_kind":"arxiv_version","alias_value":"1101.0090v1","created_at":"2026-05-18T02:04:16Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1101.0090","created_at":"2026-05-18T02:04:16Z"},{"alias_kind":"pith_short_12","alias_value":"6XVVSWP2AABO","created_at":"2026-05-18T12:26:04Z"},{"alias_kind":"pith_short_16","alias_value":"6XVVSWP2AABOBDON","created_at":"2026-05-18T12:26:04Z"},{"alias_kind":"pith_short_8","alias_value":"6XVVSWP2","created_at":"2026-05-18T12:26:04Z"}],"graph_snapshots":[{"event_id":"sha256:ef002270a8a15863a4674623dc1db2bc9fbdaf6f43135b66717896d04cde2686","target":"graph","created_at":"2026-05-18T02:04:16Z","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"},"paper":{"abstract_excerpt":"Multivariate machine learning techniques provide an alternative to the rapidity gap method for event-by-event identification and classification of diffraction in hadron-hadron collisions. Traditionally, such methods assign each event exclusively to a single class producing classification errors in overlap regions of data space. As an alternative to this so called hard classification approach, we propose estimating posterior probabilities of each diffractive class and using these estimates to weigh event contributions to physical observables. It is shown with a Monte Carlo study that such a sof","authors_text":"Eric Malmi, Mikael Kuusela, Risto Orava, Tommi Vatanen","cross_cats":["hep-ph","physics.data-an"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-ex","submitted_at":"2010-12-30T14:18:49Z","title":"Soft Classification of Diffractive Interactions at the LHC"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1101.0090","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":"sha256:7be39f654736b1cd14fd19596064fa9f124710e45bc60546a5c7e6748310220f","target":"record","created_at":"2026-05-18T02:04:16Z","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":"b69d798820ca761a5abfecf51c17db585f477b14e529826268a3d62a39e914b3","cross_cats_sorted":["hep-ph","physics.data-an"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-ex","submitted_at":"2010-12-30T14:18:49Z","title_canon_sha256":"ab27f398561d4e9f816661d6fb29a92ac513b7039b7be06266fb9a649b2d5504"},"schema_version":"1.0","source":{"id":"1101.0090","kind":"arxiv","version":1}},"canonical_sha256":"f5eb5959fa0002e08dcd1bba82edda123b33b847592760141f5c2340854c4351","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f5eb5959fa0002e08dcd1bba82edda123b33b847592760141f5c2340854c4351","first_computed_at":"2026-05-18T02:04:16.485005Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T02:04:16.485005Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"KSEubgnANotl8HdrXE2gcCLqBDCiGUkvK6GE60me+dDjsu7YjdXLT4cVi63t6KoxIRhbONKFgAZTVbLWmoIyAg==","signature_status":"signed_v1","signed_at":"2026-05-18T02:04:16.485749Z","signed_message":"canonical_sha256_bytes"},"source_id":"1101.0090","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7be39f654736b1cd14fd19596064fa9f124710e45bc60546a5c7e6748310220f","sha256:ef002270a8a15863a4674623dc1db2bc9fbdaf6f43135b66717896d04cde2686"],"state_sha256":"b7f04b3c65a494e48a844b774d1cf775ca6105c99b07d7284c285b56d3aeecb0"}