{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:7XDPFVWZFYMIGXHB5CDUT5DZF5","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":"7a47fc43767f75413af48e38d84bd3c7d8010c1165d091578fee8f9c92af0397","cross_cats_sorted":["quant-ph"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-03-03T15:46:26Z","title_canon_sha256":"2ff5310da6c3e57baf89de93b5612921beb0c9be032dd9a2aab95a060cb8ec02"},"schema_version":"1.0","source":{"id":"2303.02028","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2303.02028","created_at":"2026-07-05T05:47:51Z"},{"alias_kind":"arxiv_version","alias_value":"2303.02028v1","created_at":"2026-07-05T05:47:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2303.02028","created_at":"2026-07-05T05:47:51Z"},{"alias_kind":"pith_short_12","alias_value":"7XDPFVWZFYMI","created_at":"2026-07-05T05:47:51Z"},{"alias_kind":"pith_short_16","alias_value":"7XDPFVWZFYMIGXHB","created_at":"2026-07-05T05:47:51Z"},{"alias_kind":"pith_short_8","alias_value":"7XDPFVWZ","created_at":"2026-07-05T05:47:51Z"}],"graph_snapshots":[{"event_id":"sha256:95c191d2961d3bea2a73abc5371444272eb35cba92395b91454ea8f1789e9fa7","target":"graph","created_at":"2026-07-05T05:47:51Z","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/2303.02028/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We present the first calibration of quantum decision theory (QDT) to a dataset of binary risky choice. We quantitatively account for the fraction of choice reversals between two repetitions of the experiment, using a probabilistic choice formulation in the simplest form without model assumption or adjustable parameters. The prediction of choice reversal is then refined by introducing heterogeneity between decision makers through their differentiation into two groups: ``majoritarian'' and ``contrarian'' (in proportion 3:1). This supports the first fundamental tenet of QDT, which models choice a","authors_text":"D. Sornette, S. Vincent, T. Kovalenko, V.I. Yukalov","cross_cats":["quant-ph"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-03-03T15:46:26Z","title":"Calibration of Quantum Decision Theory: Aversion to Large Losses and Predictability of Probabilistic Choices"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2303.02028","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:f755e2076434e9c934710d552f2370a94e279d985e88f204caf553c1b7b6f1ab","target":"record","created_at":"2026-07-05T05:47:51Z","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":"7a47fc43767f75413af48e38d84bd3c7d8010c1165d091578fee8f9c92af0397","cross_cats_sorted":["quant-ph"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2023-03-03T15:46:26Z","title_canon_sha256":"2ff5310da6c3e57baf89de93b5612921beb0c9be032dd9a2aab95a060cb8ec02"},"schema_version":"1.0","source":{"id":"2303.02028","kind":"arxiv","version":1}},"canonical_sha256":"fdc6f2d6d92e18835ce1e88749f4792f600ae4f1d7051cf3e7cdb1e8e1949735","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fdc6f2d6d92e18835ce1e88749f4792f600ae4f1d7051cf3e7cdb1e8e1949735","first_computed_at":"2026-07-05T05:47:51.683377Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:47:51.683377Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"OE/IaXUEfotXH89b6Esc+dhyRPLh5x7UGIaZWIyxa9zAQWfPghS0YsxnCmod0S3RBdo4/ePdmJaQCvyDLgtEAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T05:47:51.683737Z","signed_message":"canonical_sha256_bytes"},"source_id":"2303.02028","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f755e2076434e9c934710d552f2370a94e279d985e88f204caf553c1b7b6f1ab","sha256:95c191d2961d3bea2a73abc5371444272eb35cba92395b91454ea8f1789e9fa7"],"state_sha256":"7bf4ec90dfd959e1e99918cc484927820a6feb66bb5542313fc17723b59e8a9a"}