{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:TOKZ5VNMFDTYFZK6OIXMGWUWFJ","short_pith_number":"pith:TOKZ5VNM","canonical_record":{"source":{"id":"2405.18942","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LO","submitted_at":"2024-05-29T09:50:43Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"0a239ef1d994877380836b7fcf99d35d62de5fc017da19c271f11b9a6ec3d7cc","abstract_canon_sha256":"b5b47321f900c9b00992321da3f6409955bd0b7ede73650a63969db1e0285d21"},"schema_version":"1.0"},"canonical_sha256":"9b959ed5ac28e782e55e722ec35a962a5399e45f48f02ea5b2e1a71f584480fe","source":{"kind":"arxiv","id":"2405.18942","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.18942","created_at":"2026-07-05T09:36:11Z"},{"alias_kind":"arxiv_version","alias_value":"2405.18942v3","created_at":"2026-07-05T09:36:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.18942","created_at":"2026-07-05T09:36:11Z"},{"alias_kind":"pith_short_12","alias_value":"TOKZ5VNMFDTY","created_at":"2026-07-05T09:36:11Z"},{"alias_kind":"pith_short_16","alias_value":"TOKZ5VNMFDTYFZK6","created_at":"2026-07-05T09:36:11Z"},{"alias_kind":"pith_short_8","alias_value":"TOKZ5VNM","created_at":"2026-07-05T09:36:11Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:TOKZ5VNMFDTYFZK6OIXMGWUWFJ","target":"record","payload":{"canonical_record":{"source":{"id":"2405.18942","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LO","submitted_at":"2024-05-29T09:50:43Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"0a239ef1d994877380836b7fcf99d35d62de5fc017da19c271f11b9a6ec3d7cc","abstract_canon_sha256":"b5b47321f900c9b00992321da3f6409955bd0b7ede73650a63969db1e0285d21"},"schema_version":"1.0"},"canonical_sha256":"9b959ed5ac28e782e55e722ec35a962a5399e45f48f02ea5b2e1a71f584480fe","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:36:11.969214Z","signature_b64":"VBDoa+rWM2MmOXu/ODNJF6GjC1s/orBUDNmLYuK4QMTmuyzuk5InULRP3z1VJiFxzgcMBIK/Mp3iMXVX3m6NCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"9b959ed5ac28e782e55e722ec35a962a5399e45f48f02ea5b2e1a71f584480fe","last_reissued_at":"2026-07-05T09:36:11.968710Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:36:11.968710Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2405.18942","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:36:11Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"xN1IwuddC5cejClOFYSjGUFKtxORNE9VC44lvlMoAWJg39Yy1BYxF96C5ZOoyCgzN12zFxDcAg1GmQe6aXVYDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T18:19:19.862364Z"},"content_sha256":"0b2105b30b3ba96d4fe83d4cb792d667521ff0a8c159ad94520005268fbda649","schema_version":"1.0","event_id":"sha256:0b2105b30b3ba96d4fe83d4cb792d667521ff0a8c159ad94520005268fbda649"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:TOKZ5VNMFDTYFZK6OIXMGWUWFJ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Verifiably Robust Conformal Prediction","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.LG"],"primary_cat":"cs.LO","authors_text":"Linus Jeary, Mehran Hosseini, Nicola Paoletti, Tom Kuipers","submitted_at":"2024-05-29T09:50:43Z","abstract_excerpt":"Conformal Prediction (CP) is a popular uncertainty quantification method that provides distribution-free, statistically valid prediction sets, assuming that training and test data are exchangeable. In such a case, CP's prediction sets are guaranteed to cover the (unknown) true test output with a user-specified probability. Nevertheless, this guarantee is violated when the data is subjected to adversarial attacks, which often result in a significant loss of coverage. Recently, several approaches have been put forward to recover CP guarantees in this setting. These approaches leverage variations"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.18942","kind":"arxiv","version":3},"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/2405.18942/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":"2026-07-05T09:36:11Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"VfZUrtHezEtUGaye/9kiozAuJ5Tt1x+OyIb5V2B3P6mzhBwIIW3O/z+ANEci12/5n9qS4HWnnKatYf9y3xAYCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T18:19:19.863288Z"},"content_sha256":"6b716d7254b91f493331e438ce09daf60b8a893bccc3c01a729eb2b5a96ad63d","schema_version":"1.0","event_id":"sha256:6b716d7254b91f493331e438ce09daf60b8a893bccc3c01a729eb2b5a96ad63d"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/TOKZ5VNMFDTYFZK6OIXMGWUWFJ/bundle.json","state_url":"https://pith.science/pith/TOKZ5VNMFDTYFZK6OIXMGWUWFJ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/TOKZ5VNMFDTYFZK6OIXMGWUWFJ/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":"2026-08-08T18:19:19Z","links":{"resolver":"https://pith.science/pith/TOKZ5VNMFDTYFZK6OIXMGWUWFJ","bundle":"https://pith.science/pith/TOKZ5VNMFDTYFZK6OIXMGWUWFJ/bundle.json","state":"https://pith.science/pith/TOKZ5VNMFDTYFZK6OIXMGWUWFJ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/TOKZ5VNMFDTYFZK6OIXMGWUWFJ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:TOKZ5VNMFDTYFZK6OIXMGWUWFJ","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":"b5b47321f900c9b00992321da3f6409955bd0b7ede73650a63969db1e0285d21","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LO","submitted_at":"2024-05-29T09:50:43Z","title_canon_sha256":"0a239ef1d994877380836b7fcf99d35d62de5fc017da19c271f11b9a6ec3d7cc"},"schema_version":"1.0","source":{"id":"2405.18942","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.18942","created_at":"2026-07-05T09:36:11Z"},{"alias_kind":"arxiv_version","alias_value":"2405.18942v3","created_at":"2026-07-05T09:36:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.18942","created_at":"2026-07-05T09:36:11Z"},{"alias_kind":"pith_short_12","alias_value":"TOKZ5VNMFDTY","created_at":"2026-07-05T09:36:11Z"},{"alias_kind":"pith_short_16","alias_value":"TOKZ5VNMFDTYFZK6","created_at":"2026-07-05T09:36:11Z"},{"alias_kind":"pith_short_8","alias_value":"TOKZ5VNM","created_at":"2026-07-05T09:36:11Z"}],"graph_snapshots":[{"event_id":"sha256:6b716d7254b91f493331e438ce09daf60b8a893bccc3c01a729eb2b5a96ad63d","target":"graph","created_at":"2026-07-05T09:36:11Z","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/2405.18942/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Conformal Prediction (CP) is a popular uncertainty quantification method that provides distribution-free, statistically valid prediction sets, assuming that training and test data are exchangeable. In such a case, CP's prediction sets are guaranteed to cover the (unknown) true test output with a user-specified probability. Nevertheless, this guarantee is violated when the data is subjected to adversarial attacks, which often result in a significant loss of coverage. Recently, several approaches have been put forward to recover CP guarantees in this setting. These approaches leverage variations","authors_text":"Linus Jeary, Mehran Hosseini, Nicola Paoletti, Tom Kuipers","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LO","submitted_at":"2024-05-29T09:50:43Z","title":"Verifiably Robust Conformal Prediction"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.18942","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":"sha256:0b2105b30b3ba96d4fe83d4cb792d667521ff0a8c159ad94520005268fbda649","target":"record","created_at":"2026-07-05T09:36:11Z","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":"b5b47321f900c9b00992321da3f6409955bd0b7ede73650a63969db1e0285d21","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LO","submitted_at":"2024-05-29T09:50:43Z","title_canon_sha256":"0a239ef1d994877380836b7fcf99d35d62de5fc017da19c271f11b9a6ec3d7cc"},"schema_version":"1.0","source":{"id":"2405.18942","kind":"arxiv","version":3}},"canonical_sha256":"9b959ed5ac28e782e55e722ec35a962a5399e45f48f02ea5b2e1a71f584480fe","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9b959ed5ac28e782e55e722ec35a962a5399e45f48f02ea5b2e1a71f584480fe","first_computed_at":"2026-07-05T09:36:11.968710Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:36:11.968710Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"VBDoa+rWM2MmOXu/ODNJF6GjC1s/orBUDNmLYuK4QMTmuyzuk5InULRP3z1VJiFxzgcMBIK/Mp3iMXVX3m6NCw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:36:11.969214Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.18942","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0b2105b30b3ba96d4fe83d4cb792d667521ff0a8c159ad94520005268fbda649","sha256:6b716d7254b91f493331e438ce09daf60b8a893bccc3c01a729eb2b5a96ad63d"],"state_sha256":"48f78c804bf863d0808710a27ed3a3a7c010ebbbfff2a8bdffe704c7b3840273"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ALZNnjv1A0yotwyF1H7/o7t2DGwiUURXLKHl9HSwzA0msgA2OD9C4B3UVL8xjwXin1ZvhdzYQUHY3kKr2EFuCA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T18:19:19.870044Z","bundle_sha256":"f81930ae0f10ab48c0db171bcaa144f83827be478f5e807819efef05c64bf02f"}}