{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:FVOM6CJK6IJYBJO4IANKUB5XEG","short_pith_number":"pith:FVOM6CJK","canonical_record":{"source":{"id":"2606.03600","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"stat.ML","submitted_at":"2026-06-02T13:06:01Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"083052452687d56addac720807df1f95e7906db3e045cd6a6311c384326f8cbe","abstract_canon_sha256":"a3c86a6ed94fa0fcaafe01847527730728480bc02338a9f4a2c56a74b48232b4"},"schema_version":"1.0"},"canonical_sha256":"2d5ccf092af21380a5dc401aaa07b7218c3b40af8c86be9b92c8148daaafe7a3","source":{"kind":"arxiv","id":"2606.03600","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.03600","created_at":"2026-06-03T01:06:02Z"},{"alias_kind":"arxiv_version","alias_value":"2606.03600v1","created_at":"2026-06-03T01:06:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.03600","created_at":"2026-06-03T01:06:02Z"},{"alias_kind":"pith_short_12","alias_value":"FVOM6CJK6IJY","created_at":"2026-06-03T01:06:02Z"},{"alias_kind":"pith_short_16","alias_value":"FVOM6CJK6IJYBJO4","created_at":"2026-06-03T01:06:02Z"},{"alias_kind":"pith_short_8","alias_value":"FVOM6CJK","created_at":"2026-06-03T01:06:02Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:FVOM6CJK6IJYBJO4IANKUB5XEG","target":"record","payload":{"canonical_record":{"source":{"id":"2606.03600","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"stat.ML","submitted_at":"2026-06-02T13:06:01Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"083052452687d56addac720807df1f95e7906db3e045cd6a6311c384326f8cbe","abstract_canon_sha256":"a3c86a6ed94fa0fcaafe01847527730728480bc02338a9f4a2c56a74b48232b4"},"schema_version":"1.0"},"canonical_sha256":"2d5ccf092af21380a5dc401aaa07b7218c3b40af8c86be9b92c8148daaafe7a3","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-03T01:06:02.014265Z","signature_b64":"cjfKqnBvHX1mqEK99FrZDOvcgCEUjmkmzQfJEqmzVfJvUOvJbDF3ZLJ8kLNddhBVObz5Y7F3Q3xgYak7q8UQBg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2d5ccf092af21380a5dc401aaa07b7218c3b40af8c86be9b92c8148daaafe7a3","last_reissued_at":"2026-06-03T01:06:02.013675Z","signature_status":"signed_v1","first_computed_at":"2026-06-03T01:06:02.013675Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2606.03600","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-03T01:06:02Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"kv507Kmp2rrUP+KS5SPbtFHYaERJl7xFbjxYNrAwiHndzUm94RDFQ7+76T8u+Y+0qtEbz04Wu9W5ARox9DjoCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-29T21:03:17.654299Z"},"content_sha256":"efc4084a02f061cd05c4a97d6805f4912a6fcf6657cdb8c538c4c86073d8d462","schema_version":"1.0","event_id":"sha256:efc4084a02f061cd05c4a97d6805f4912a6fcf6657cdb8c538c4c86073d8d462"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:FVOM6CJK6IJYBJO4IANKUB5XEG","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Set-Preserving Calibration from Conformal P-Values to E-Values","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"stat.ML","authors_text":"Jad Zakharia, Nabil Alami, Souhaib Ben Taieb","submitted_at":"2026-06-02T13:06:01Z","abstract_excerpt":"Standard conformal prediction (CP) procedures are typically formulated in terms of p-values, but reliance on p-values alone limits flexibility, for example, when combining dependent evidence across models or data splits. Recent work has explored e-value formulations for conformal inference, yet a direct connection between p- and e-value formulations in CP has been missing, especially regarding their statistical efficiency. We first identify limitations of classical p-to-e calibrators in the CP setting, showing that they are not set-preserving and can lead to overly conservative prediction sets"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.03600","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2606.03600/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-03T01:06:02Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"/deX7gtIb6PH09XYtkACWbQWLo3MgIoorzh/d48Fe7hiz83UG4zm1m2Qj4QQipQersTiGZWOh+e45J7P/g3sAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-29T21:03:17.654717Z"},"content_sha256":"432230b84840e5063a95e42578ff1c33a126d7371c75b7a8ae5b83f0ac504074","schema_version":"1.0","event_id":"sha256:432230b84840e5063a95e42578ff1c33a126d7371c75b7a8ae5b83f0ac504074"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/FVOM6CJK6IJYBJO4IANKUB5XEG/bundle.json","state_url":"https://pith.science/pith/FVOM6CJK6IJYBJO4IANKUB5XEG/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/FVOM6CJK6IJYBJO4IANKUB5XEG/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-06-29T21:03:17Z","links":{"resolver":"https://pith.science/pith/FVOM6CJK6IJYBJO4IANKUB5XEG","bundle":"https://pith.science/pith/FVOM6CJK6IJYBJO4IANKUB5XEG/bundle.json","state":"https://pith.science/pith/FVOM6CJK6IJYBJO4IANKUB5XEG/state.json","well_known_bundle":"https://pith.science/.well-known/pith/FVOM6CJK6IJYBJO4IANKUB5XEG/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:FVOM6CJK6IJYBJO4IANKUB5XEG","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":"a3c86a6ed94fa0fcaafe01847527730728480bc02338a9f4a2c56a74b48232b4","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"stat.ML","submitted_at":"2026-06-02T13:06:01Z","title_canon_sha256":"083052452687d56addac720807df1f95e7906db3e045cd6a6311c384326f8cbe"},"schema_version":"1.0","source":{"id":"2606.03600","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.03600","created_at":"2026-06-03T01:06:02Z"},{"alias_kind":"arxiv_version","alias_value":"2606.03600v1","created_at":"2026-06-03T01:06:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.03600","created_at":"2026-06-03T01:06:02Z"},{"alias_kind":"pith_short_12","alias_value":"FVOM6CJK6IJY","created_at":"2026-06-03T01:06:02Z"},{"alias_kind":"pith_short_16","alias_value":"FVOM6CJK6IJYBJO4","created_at":"2026-06-03T01:06:02Z"},{"alias_kind":"pith_short_8","alias_value":"FVOM6CJK","created_at":"2026-06-03T01:06:02Z"}],"graph_snapshots":[{"event_id":"sha256:432230b84840e5063a95e42578ff1c33a126d7371c75b7a8ae5b83f0ac504074","target":"graph","created_at":"2026-06-03T01:06:02Z","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/2606.03600/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Standard conformal prediction (CP) procedures are typically formulated in terms of p-values, but reliance on p-values alone limits flexibility, for example, when combining dependent evidence across models or data splits. Recent work has explored e-value formulations for conformal inference, yet a direct connection between p- and e-value formulations in CP has been missing, especially regarding their statistical efficiency. We first identify limitations of classical p-to-e calibrators in the CP setting, showing that they are not set-preserving and can lead to overly conservative prediction sets","authors_text":"Jad Zakharia, Nabil Alami, Souhaib Ben Taieb","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"stat.ML","submitted_at":"2026-06-02T13:06:01Z","title":"Set-Preserving Calibration from Conformal P-Values to E-Values"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.03600","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:efc4084a02f061cd05c4a97d6805f4912a6fcf6657cdb8c538c4c86073d8d462","target":"record","created_at":"2026-06-03T01:06:02Z","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":"a3c86a6ed94fa0fcaafe01847527730728480bc02338a9f4a2c56a74b48232b4","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"stat.ML","submitted_at":"2026-06-02T13:06:01Z","title_canon_sha256":"083052452687d56addac720807df1f95e7906db3e045cd6a6311c384326f8cbe"},"schema_version":"1.0","source":{"id":"2606.03600","kind":"arxiv","version":1}},"canonical_sha256":"2d5ccf092af21380a5dc401aaa07b7218c3b40af8c86be9b92c8148daaafe7a3","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2d5ccf092af21380a5dc401aaa07b7218c3b40af8c86be9b92c8148daaafe7a3","first_computed_at":"2026-06-03T01:06:02.013675Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-03T01:06:02.013675Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"cjfKqnBvHX1mqEK99FrZDOvcgCEUjmkmzQfJEqmzVfJvUOvJbDF3ZLJ8kLNddhBVObz5Y7F3Q3xgYak7q8UQBg==","signature_status":"signed_v1","signed_at":"2026-06-03T01:06:02.014265Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.03600","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:efc4084a02f061cd05c4a97d6805f4912a6fcf6657cdb8c538c4c86073d8d462","sha256:432230b84840e5063a95e42578ff1c33a126d7371c75b7a8ae5b83f0ac504074"],"state_sha256":"22b6de92c006836bc1739093ef61b474c0cbb85f75ef889b6a056b08c87f8087"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"qrUFzCZQJ+86D1ZVSXX1ktLQ89NODsKACt+apvKQE+IWsL239QjHGg+rY8EgsyVHJONOcv0MIU0Igb8aoIkaBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-29T21:03:17.656719Z","bundle_sha256":"c6a8b9716f98fd76a3992c54ed94481b97126cbcbb8891041225ab7466bc5c15"}}