{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:DV6XKZ7H4ODWAXY5VXAGTNW5XW","short_pith_number":"pith:DV6XKZ7H","canonical_record":{"source":{"id":"2401.04612","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-01-09T15:28:29Z","cross_cats_sorted":[],"title_canon_sha256":"56502caf79c08bd191c213f95d71ed6e232a73f6342a2da3be883ce0a33bb497","abstract_canon_sha256":"5f589d766c0df1fb4a023edfa0c5b1986427958c1fae30fc15520645cebb7ba8"},"schema_version":"1.0"},"canonical_sha256":"1d7d7567e7e387605f1dadc069b6ddbdbaa492ad2a5716b10a1578992f113647","source":{"kind":"arxiv","id":"2401.04612","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2401.04612","created_at":"2026-07-05T08:27:45Z"},{"alias_kind":"arxiv_version","alias_value":"2401.04612v2","created_at":"2026-07-05T08:27:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.04612","created_at":"2026-07-05T08:27:45Z"},{"alias_kind":"pith_short_12","alias_value":"DV6XKZ7H4ODW","created_at":"2026-07-05T08:27:45Z"},{"alias_kind":"pith_short_16","alias_value":"DV6XKZ7H4ODWAXY5","created_at":"2026-07-05T08:27:45Z"},{"alias_kind":"pith_short_8","alias_value":"DV6XKZ7H","created_at":"2026-07-05T08:27:45Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:DV6XKZ7H4ODWAXY5VXAGTNW5XW","target":"record","payload":{"canonical_record":{"source":{"id":"2401.04612","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-01-09T15:28:29Z","cross_cats_sorted":[],"title_canon_sha256":"56502caf79c08bd191c213f95d71ed6e232a73f6342a2da3be883ce0a33bb497","abstract_canon_sha256":"5f589d766c0df1fb4a023edfa0c5b1986427958c1fae30fc15520645cebb7ba8"},"schema_version":"1.0"},"canonical_sha256":"1d7d7567e7e387605f1dadc069b6ddbdbaa492ad2a5716b10a1578992f113647","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:27:45.274076Z","signature_b64":"1bJpzR7bB+qUTE8u3UfwuI1/Vrhp98srBi5iqYX+6VofrIE7XtawDYMLzSo0xNDb4hGL9BYhYk23mtRtInkbBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1d7d7567e7e387605f1dadc069b6ddbdbaa492ad2a5716b10a1578992f113647","last_reissued_at":"2026-07-05T08:27:45.273435Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:27:45.273435Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2401.04612","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T08:27:45Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"NouLaB7J/rZ0dY+8nXNCIoq9FMTBVZM2hFHhykKskMkYzsTfq6MD0QQVgeZWEAMEl3YF4oiHN20BLbHyHJXVCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-20T02:52:38.108646Z"},"content_sha256":"0a5f9c77b2772844fba88bf6be831edbd22fefd471bcc25e41995daa9ed9e5c2","schema_version":"1.0","event_id":"sha256:0a5f9c77b2772844fba88bf6be831edbd22fefd471bcc25e41995daa9ed9e5c2"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:DV6XKZ7H4ODWAXY5VXAGTNW5XW","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point Processes","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.LG","authors_text":"Rafael Izbicki, Souhaib Ben Taieb, Tanguy Bosser, Victor Dheur","submitted_at":"2024-01-09T15:28:29Z","abstract_excerpt":"Sequences of labeled events observed at irregular intervals in continuous time are ubiquitous across various fields. Temporal Point Processes (TPPs) provide a mathematical framework for modeling these sequences, enabling inferences such as predicting the arrival time of future events and their associated label, called mark. However, due to model misspecification or lack of training data, these probabilistic models may provide a poor approximation of the true, unknown underlying process, with prediction regions extracted from them being unreliable estimates of the underlying uncertainty. This p"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.04612","kind":"arxiv","version":2},"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/2401.04612/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":"2026-07-05T08:27:45Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"tDUW/6MJNOYTNkxOG+3aiNFYi+i1oPf4iVQMFN4NBUDOEhiUYm0g6i40PiMZ/EoLIX/kqTryoD3vt9h4kbb+Bg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-20T02:52:38.109626Z"},"content_sha256":"6699a5ad56fc8553d9c9924f17f9101b1e8ee13d5387ae98582468352c59f65d","schema_version":"1.0","event_id":"sha256:6699a5ad56fc8553d9c9924f17f9101b1e8ee13d5387ae98582468352c59f65d"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/DV6XKZ7H4ODWAXY5VXAGTNW5XW/bundle.json","state_url":"https://pith.science/pith/DV6XKZ7H4ODWAXY5VXAGTNW5XW/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/DV6XKZ7H4ODWAXY5VXAGTNW5XW/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":"2026-08-20T02:52:38Z","links":{"resolver":"https://pith.science/pith/DV6XKZ7H4ODWAXY5VXAGTNW5XW","bundle":"https://pith.science/pith/DV6XKZ7H4ODWAXY5VXAGTNW5XW/bundle.json","state":"https://pith.science/pith/DV6XKZ7H4ODWAXY5VXAGTNW5XW/state.json","well_known_bundle":"https://pith.science/.well-known/pith/DV6XKZ7H4ODWAXY5VXAGTNW5XW/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:DV6XKZ7H4ODWAXY5VXAGTNW5XW","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":"5f589d766c0df1fb4a023edfa0c5b1986427958c1fae30fc15520645cebb7ba8","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-01-09T15:28:29Z","title_canon_sha256":"56502caf79c08bd191c213f95d71ed6e232a73f6342a2da3be883ce0a33bb497"},"schema_version":"1.0","source":{"id":"2401.04612","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2401.04612","created_at":"2026-07-05T08:27:45Z"},{"alias_kind":"arxiv_version","alias_value":"2401.04612v2","created_at":"2026-07-05T08:27:45Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.04612","created_at":"2026-07-05T08:27:45Z"},{"alias_kind":"pith_short_12","alias_value":"DV6XKZ7H4ODW","created_at":"2026-07-05T08:27:45Z"},{"alias_kind":"pith_short_16","alias_value":"DV6XKZ7H4ODWAXY5","created_at":"2026-07-05T08:27:45Z"},{"alias_kind":"pith_short_8","alias_value":"DV6XKZ7H","created_at":"2026-07-05T08:27:45Z"}],"graph_snapshots":[{"event_id":"sha256:6699a5ad56fc8553d9c9924f17f9101b1e8ee13d5387ae98582468352c59f65d","target":"graph","created_at":"2026-07-05T08:27:45Z","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/2401.04612/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Sequences of labeled events observed at irregular intervals in continuous time are ubiquitous across various fields. Temporal Point Processes (TPPs) provide a mathematical framework for modeling these sequences, enabling inferences such as predicting the arrival time of future events and their associated label, called mark. However, due to model misspecification or lack of training data, these probabilistic models may provide a poor approximation of the true, unknown underlying process, with prediction regions extracted from them being unreliable estimates of the underlying uncertainty. This p","authors_text":"Rafael Izbicki, Souhaib Ben Taieb, Tanguy Bosser, Victor Dheur","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-01-09T15:28:29Z","title":"Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point Processes"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.04612","kind":"arxiv","version":2},"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":"sha256:0a5f9c77b2772844fba88bf6be831edbd22fefd471bcc25e41995daa9ed9e5c2","target":"record","created_at":"2026-07-05T08:27:45Z","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":"5f589d766c0df1fb4a023edfa0c5b1986427958c1fae30fc15520645cebb7ba8","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-01-09T15:28:29Z","title_canon_sha256":"56502caf79c08bd191c213f95d71ed6e232a73f6342a2da3be883ce0a33bb497"},"schema_version":"1.0","source":{"id":"2401.04612","kind":"arxiv","version":2}},"canonical_sha256":"1d7d7567e7e387605f1dadc069b6ddbdbaa492ad2a5716b10a1578992f113647","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1d7d7567e7e387605f1dadc069b6ddbdbaa492ad2a5716b10a1578992f113647","first_computed_at":"2026-07-05T08:27:45.273435Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:27:45.273435Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"1bJpzR7bB+qUTE8u3UfwuI1/Vrhp98srBi5iqYX+6VofrIE7XtawDYMLzSo0xNDb4hGL9BYhYk23mtRtInkbBA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:27:45.274076Z","signed_message":"canonical_sha256_bytes"},"source_id":"2401.04612","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0a5f9c77b2772844fba88bf6be831edbd22fefd471bcc25e41995daa9ed9e5c2","sha256:6699a5ad56fc8553d9c9924f17f9101b1e8ee13d5387ae98582468352c59f65d"],"state_sha256":"9e1417b4d72e64abe56b6ccec9c18a7c6cdaad4b67d27fd583313d5b2dc24363"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"sExGm/Om9lk5pYLrzCPJvNhtVMUb0HskxyzmIwVBJePYS3sHwq2KmrDQBxSg57TlXVNFbvxRMeCH66HYepshBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-20T02:52:38.118305Z","bundle_sha256":"fa43bb03d918f1f2de42e2d5783bf617843abce5e3cdfbdec6bd0f46bb3f7656"}}