{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:LOQZILJZZDU7TGAO5LEQOPT6DT","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":"462dfec679ab65a41fb1e0f6012c658f92488fc1e6eaf21766c90bfc9ad9bef6","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ML","submitted_at":"2025-04-16T15:44:24Z","title_canon_sha256":"ec84116f48d096681e60c4f6eb7fc5f53e6ff55f391e2e4ce10b4d3dbfb2bd96"},"schema_version":"1.0","source":{"id":"2504.12189","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.12189","created_at":"2026-07-05T10:50:03Z"},{"alias_kind":"arxiv_version","alias_value":"2504.12189v1","created_at":"2026-07-05T10:50:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.12189","created_at":"2026-07-05T10:50:03Z"},{"alias_kind":"pith_short_12","alias_value":"LOQZILJZZDU7","created_at":"2026-07-05T10:50:03Z"},{"alias_kind":"pith_short_16","alias_value":"LOQZILJZZDU7TGAO","created_at":"2026-07-05T10:50:03Z"},{"alias_kind":"pith_short_8","alias_value":"LOQZILJZ","created_at":"2026-07-05T10:50:03Z"}],"graph_snapshots":[{"event_id":"sha256:d7f75a854ac2f95eb566915e26862df75228d1b707c7fbe28729969d47776fe3","target":"graph","created_at":"2026-07-05T10:50:03Z","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/2504.12189/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Conformal prediction (CP) is an important tool for distribution-free predictive uncertainty quantification. Yet, a major challenge is to balance computational efficiency and prediction accuracy, particularly for multiple predictions. We propose Leave-One-Out Stable Conformal Prediction (LOO-StabCP), a novel method to speed up full conformal using algorithmic stability without sample splitting. By leveraging leave-one-out stability, our method is much faster in handling a large number of prediction requests compared to existing method RO-StabCP based on replace-one stability. We derived stabili","authors_text":"Kiljae Lee, Yuan Zhang","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ML","submitted_at":"2025-04-16T15:44:24Z","title":"Leave-One-Out Stable Conformal Prediction"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.12189","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":"sha256:82f2672c7fde29021234a25bf0d958d215b4a412f0e2294bf6ffb45cf86f7fc8","target":"record","created_at":"2026-07-05T10:50:03Z","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":"462dfec679ab65a41fb1e0f6012c658f92488fc1e6eaf21766c90bfc9ad9bef6","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ML","submitted_at":"2025-04-16T15:44:24Z","title_canon_sha256":"ec84116f48d096681e60c4f6eb7fc5f53e6ff55f391e2e4ce10b4d3dbfb2bd96"},"schema_version":"1.0","source":{"id":"2504.12189","kind":"arxiv","version":1}},"canonical_sha256":"5ba1942d39c8e9f9980eeac9073e7e1cc67e1ff7e11e7c775e6fc2c5d47f5c2a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5ba1942d39c8e9f9980eeac9073e7e1cc67e1ff7e11e7c775e6fc2c5d47f5c2a","first_computed_at":"2026-07-05T10:50:03.999566Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:50:03.999566Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ZmP+xeR/YlfHHMuoLu/b3ISxAr6xskMzZYgHtZQm4cBCGlYyNqyA/6olN0LipV0bNw//AaCXNdQoBiqEcovtDg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:50:04.000046Z","signed_message":"canonical_sha256_bytes"},"source_id":"2504.12189","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:82f2672c7fde29021234a25bf0d958d215b4a412f0e2294bf6ffb45cf86f7fc8","sha256:d7f75a854ac2f95eb566915e26862df75228d1b707c7fbe28729969d47776fe3"],"state_sha256":"7931b7f3fdf41eae17b098129e8c0646c1e2ccffecba39735926677b9fb1e858"}