{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:F6OAXUZEVFJIN4HG3DMWOYV7Z3","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":"1e9de28ae3967c90e9318cb3bdb3a48400f7c7ba174fa0af747bf27f26ff253a","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2025-04-03T06:56:08Z","title_canon_sha256":"4fc0e3f642de244cbdbea7cd2c5fdc41b3396ecf3a1085508e274bc13036c1c8"},"schema_version":"1.0","source":{"id":"2504.02324","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.02324","created_at":"2026-07-05T10:43:54Z"},{"alias_kind":"arxiv_version","alias_value":"2504.02324v1","created_at":"2026-07-05T10:43:54Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.02324","created_at":"2026-07-05T10:43:54Z"},{"alias_kind":"pith_short_12","alias_value":"F6OAXUZEVFJI","created_at":"2026-07-05T10:43:54Z"},{"alias_kind":"pith_short_16","alias_value":"F6OAXUZEVFJIN4HG","created_at":"2026-07-05T10:43:54Z"},{"alias_kind":"pith_short_8","alias_value":"F6OAXUZE","created_at":"2026-07-05T10:43:54Z"}],"graph_snapshots":[{"event_id":"sha256:bac2241f81d6bd54bcc00740245adf60800844c2d59e99609b2825d5d1bcacee","target":"graph","created_at":"2026-07-05T10:43:54Z","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/2504.02324/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this study, we investigate the problem of dynamic multi-product selection and pricing by introducing a novel framework based on a \\textit{censored multinomial logit} (C-MNL) choice model. In this model, sellers present a set of products with prices, and buyers filter out products priced above their valuation, purchasing at most one product from the remaining options based on their preferences. The goal is to maximize seller revenue by dynamically adjusting product offerings and prices, while learning both product valuations and buyer preferences through purchase feedback. To achieve this, w","authors_text":"Jung-Hun Kim, Min-hwan Oh","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2025-04-03T06:56:08Z","title":"Dynamic Assortment Selection and Pricing with Censored Preference Feedback"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.02324","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:cb5cdb9235ecff81c254f86f93982c8f21bf7257ce22c185ee8ec996cd468d00","target":"record","created_at":"2026-07-05T10:43:54Z","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":"1e9de28ae3967c90e9318cb3bdb3a48400f7c7ba174fa0af747bf27f26ff253a","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2025-04-03T06:56:08Z","title_canon_sha256":"4fc0e3f642de244cbdbea7cd2c5fdc41b3396ecf3a1085508e274bc13036c1c8"},"schema_version":"1.0","source":{"id":"2504.02324","kind":"arxiv","version":1}},"canonical_sha256":"2f9c0bd324a95286f0e6d8d96762bfcef178c32fe2626a83e2f679f11546ab11","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2f9c0bd324a95286f0e6d8d96762bfcef178c32fe2626a83e2f679f11546ab11","first_computed_at":"2026-07-05T10:43:54.894732Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:43:54.894732Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"5cZOuwqYB/Hw/pkEo9S4JGs2cUbUCztHSbnVl4xZmzJtXYu95pVbFbV96IKBbhOKBUTa0WcYH/ev4Bz4nE5NDg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:43:54.895227Z","signed_message":"canonical_sha256_bytes"},"source_id":"2504.02324","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:cb5cdb9235ecff81c254f86f93982c8f21bf7257ce22c185ee8ec996cd468d00","sha256:bac2241f81d6bd54bcc00740245adf60800844c2d59e99609b2825d5d1bcacee"],"state_sha256":"8acd846c4e2e9afcda8849cbd2da31531c4fe1c5f13348ff21935d497a73718c"}