{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2012:4GGUYEGEOX5WBEYKCMJ2G4LLOG","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":"a6543237fb2bb3cd63ab3ec7558303f24d82813e0fc60932337a1172be3f63a4","cross_cats_sorted":["cs.LG","stat.ML","stat.TH"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.ST","submitted_at":"2012-04-07T22:33:22Z","title_canon_sha256":"c683c8e626f420a6744cd9e685ab76f7b8e2d836942b01254774aaf67424910a"},"schema_version":"1.0","source":{"id":"1204.1688","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1204.1688","created_at":"2026-05-18T03:06:13Z"},{"alias_kind":"arxiv_version","alias_value":"1204.1688v3","created_at":"2026-05-18T03:06:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1204.1688","created_at":"2026-05-18T03:06:13Z"},{"alias_kind":"pith_short_12","alias_value":"4GGUYEGEOX5W","created_at":"2026-05-18T12:26:53Z"},{"alias_kind":"pith_short_16","alias_value":"4GGUYEGEOX5WBEYK","created_at":"2026-05-18T12:26:53Z"},{"alias_kind":"pith_short_8","alias_value":"4GGUYEGE","created_at":"2026-05-18T12:26:53Z"}],"graph_snapshots":[{"event_id":"sha256:a2c97d4600d46e92b9f8c784c6cc3d9b3c0019b84ebbeb87b271fbd794b33f22","target":"graph","created_at":"2026-05-18T03:06:13Z","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":"We consider the predictive problem of supervised ranking, where the task is to rank sets of candidate items returned in response to queries. Although there exist statistical procedures that come with guarantees of consistency in this setting, these procedures require that individuals provide a complete ranking of all items, which is rarely feasible in practice. Instead, individuals routinely provide partial preference information, such as pairwise comparisons of items, and more practical approaches to ranking have aimed at modeling this partial preference data directly. As we show, however, su","authors_text":"John C. Duchi, Lester Mackey, Michael I. Jordan","cross_cats":["cs.LG","stat.ML","stat.TH"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.ST","submitted_at":"2012-04-07T22:33:22Z","title":"The asymptotics of ranking algorithms"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1204.1688","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":"sha256:80dbc8f22dcb2e1854635ddd71dda569a424a15928595d71f2a9ec042e8158f5","target":"record","created_at":"2026-05-18T03:06:13Z","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":"a6543237fb2bb3cd63ab3ec7558303f24d82813e0fc60932337a1172be3f63a4","cross_cats_sorted":["cs.LG","stat.ML","stat.TH"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.ST","submitted_at":"2012-04-07T22:33:22Z","title_canon_sha256":"c683c8e626f420a6744cd9e685ab76f7b8e2d836942b01254774aaf67424910a"},"schema_version":"1.0","source":{"id":"1204.1688","kind":"arxiv","version":3}},"canonical_sha256":"e18d4c10c475fb60930a1313a3716b71b5527e8c6908d752c1e09e3d44a283b9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e18d4c10c475fb60930a1313a3716b71b5527e8c6908d752c1e09e3d44a283b9","first_computed_at":"2026-05-18T03:06:13.787688Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T03:06:13.787688Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"K7z2mmXj9XSWMG+J8YfWA2Xul8buwrjfbW2HhhGusmQCTph5lgruSHWWS8qPp+t3qNMru63nXolh4PwB2mqDCw==","signature_status":"signed_v1","signed_at":"2026-05-18T03:06:13.788115Z","signed_message":"canonical_sha256_bytes"},"source_id":"1204.1688","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:80dbc8f22dcb2e1854635ddd71dda569a424a15928595d71f2a9ec042e8158f5","sha256:a2c97d4600d46e92b9f8c784c6cc3d9b3c0019b84ebbeb87b271fbd794b33f22"],"state_sha256":"d2375bdee785e1691f875b72d0c8676768084a7e77cf3ab496484a8d10f0afe2"}