{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:CPTGWNEIK7U3OK5TQUHCPMQARR","short_pith_number":"pith:CPTGWNEI","canonical_record":{"source":{"id":"2410.03390","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-10-04T12:54:21Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"37cd988aa89f8cb5a75a5f28912adf902fa0eb1aa9198ca0ac31e2d4837a328a","abstract_canon_sha256":"4bae22a4c9f50cd731984feff2547601155bcbef0da322a2c0206f5e99d60f29"},"schema_version":"1.0"},"canonical_sha256":"13e66b348857e9b72bb3850e27b2008c52b37a48774e0a0e70062a25a5ce80ec","source":{"kind":"arxiv","id":"2410.03390","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.03390","created_at":"2026-07-05T09:16:00Z"},{"alias_kind":"arxiv_version","alias_value":"2410.03390v1","created_at":"2026-07-05T09:16:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.03390","created_at":"2026-07-05T09:16:00Z"},{"alias_kind":"pith_short_12","alias_value":"CPTGWNEIK7U3","created_at":"2026-07-05T09:16:00Z"},{"alias_kind":"pith_short_16","alias_value":"CPTGWNEIK7U3OK5T","created_at":"2026-07-05T09:16:00Z"},{"alias_kind":"pith_short_8","alias_value":"CPTGWNEI","created_at":"2026-07-05T09:16:00Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:CPTGWNEIK7U3OK5TQUHCPMQARR","target":"record","payload":{"canonical_record":{"source":{"id":"2410.03390","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-10-04T12:54:21Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"37cd988aa89f8cb5a75a5f28912adf902fa0eb1aa9198ca0ac31e2d4837a328a","abstract_canon_sha256":"4bae22a4c9f50cd731984feff2547601155bcbef0da322a2c0206f5e99d60f29"},"schema_version":"1.0"},"canonical_sha256":"13e66b348857e9b72bb3850e27b2008c52b37a48774e0a0e70062a25a5ce80ec","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:16:00.200866Z","signature_b64":"r1bwxdhK+/hJvOrr/CWdsV/Wg9Mkz2qoUVs8IYjCOufpGAEyEqkUFh7JJwIpyOrxfh0XuzsYpYDkepuuHVySBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"13e66b348857e9b72bb3850e27b2008c52b37a48774e0a0e70062a25a5ce80ec","last_reissued_at":"2026-07-05T09:16:00.200334Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:16:00.200334Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2410.03390","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":"2026-07-05T09:16:00Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"A3WqRUTEcMVW1Js3gHT3kmxY88n/FEPCgXJ4zWZeGs5BonDx0ZGj0b1sazyVUgNXrVovP6mmdDnbMULSfJMaCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T11:11:06.857409Z"},"content_sha256":"9438ac31ce5d82639e187e3f2401a9a674a704102771fc7dec994efe9f6aeac7","schema_version":"1.0","event_id":"sha256:9438ac31ce5d82639e187e3f2401a9a674a704102771fc7dec994efe9f6aeac7"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:CPTGWNEIK7U3OK5TQUHCPMQARR","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Lightning UQ Box: A Comprehensive Framework for Uncertainty Quantification in Deep Learning","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.CV","authors_text":"Adam J. Stewart, Eric Nalisnick, Jakob Gawlikowski, Nils Lehmann, Nina Maria Gottschling, Stefan Depeweg, Vytautas Jancauskas","submitted_at":"2024-10-04T12:54:21Z","abstract_excerpt":"Uncertainty quantification (UQ) is an essential tool for applying deep neural networks (DNNs) to real world tasks, as it attaches a degree of confidence to DNN outputs. However, despite its benefits, UQ is often left out of the standard DNN workflow due to the additional technical knowledge required to apply and evaluate existing UQ procedures. Hence there is a need for a comprehensive toolbox that allows the user to integrate UQ into their modelling workflow, without significant overhead. We introduce \\texttt{Lightning UQ Box}: a unified interface for applying and evaluating various approache"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.03390","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/2410.03390/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":"2026-07-05T09:16:00Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"D7S6ngrGdUzGYBstuk7Dbcv0LTPpWmM8LOQb+hWdbKIQ33KogZZcJkytuNGqZpz5JBlvZdLXeIXbsJO3D8PABA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T11:11:06.858043Z"},"content_sha256":"083ae29f75209e75b80fdbb3c3a5ae6a6c08a8ba84afee1866e6ec9fe8ee686b","schema_version":"1.0","event_id":"sha256:083ae29f75209e75b80fdbb3c3a5ae6a6c08a8ba84afee1866e6ec9fe8ee686b"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/CPTGWNEIK7U3OK5TQUHCPMQARR/bundle.json","state_url":"https://pith.science/pith/CPTGWNEIK7U3OK5TQUHCPMQARR/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/CPTGWNEIK7U3OK5TQUHCPMQARR/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":"2026-08-18T11:11:06Z","links":{"resolver":"https://pith.science/pith/CPTGWNEIK7U3OK5TQUHCPMQARR","bundle":"https://pith.science/pith/CPTGWNEIK7U3OK5TQUHCPMQARR/bundle.json","state":"https://pith.science/pith/CPTGWNEIK7U3OK5TQUHCPMQARR/state.json","well_known_bundle":"https://pith.science/.well-known/pith/CPTGWNEIK7U3OK5TQUHCPMQARR/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:CPTGWNEIK7U3OK5TQUHCPMQARR","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":"4bae22a4c9f50cd731984feff2547601155bcbef0da322a2c0206f5e99d60f29","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-10-04T12:54:21Z","title_canon_sha256":"37cd988aa89f8cb5a75a5f28912adf902fa0eb1aa9198ca0ac31e2d4837a328a"},"schema_version":"1.0","source":{"id":"2410.03390","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.03390","created_at":"2026-07-05T09:16:00Z"},{"alias_kind":"arxiv_version","alias_value":"2410.03390v1","created_at":"2026-07-05T09:16:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.03390","created_at":"2026-07-05T09:16:00Z"},{"alias_kind":"pith_short_12","alias_value":"CPTGWNEIK7U3","created_at":"2026-07-05T09:16:00Z"},{"alias_kind":"pith_short_16","alias_value":"CPTGWNEIK7U3OK5T","created_at":"2026-07-05T09:16:00Z"},{"alias_kind":"pith_short_8","alias_value":"CPTGWNEI","created_at":"2026-07-05T09:16:00Z"}],"graph_snapshots":[{"event_id":"sha256:083ae29f75209e75b80fdbb3c3a5ae6a6c08a8ba84afee1866e6ec9fe8ee686b","target":"graph","created_at":"2026-07-05T09:16:00Z","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/2410.03390/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Uncertainty quantification (UQ) is an essential tool for applying deep neural networks (DNNs) to real world tasks, as it attaches a degree of confidence to DNN outputs. However, despite its benefits, UQ is often left out of the standard DNN workflow due to the additional technical knowledge required to apply and evaluate existing UQ procedures. Hence there is a need for a comprehensive toolbox that allows the user to integrate UQ into their modelling workflow, without significant overhead. We introduce \\texttt{Lightning UQ Box}: a unified interface for applying and evaluating various approache","authors_text":"Adam J. Stewart, Eric Nalisnick, Jakob Gawlikowski, Nils Lehmann, Nina Maria Gottschling, Stefan Depeweg, Vytautas Jancauskas","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-10-04T12:54:21Z","title":"Lightning UQ Box: A Comprehensive Framework for Uncertainty Quantification in Deep Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.03390","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":"sha256:9438ac31ce5d82639e187e3f2401a9a674a704102771fc7dec994efe9f6aeac7","target":"record","created_at":"2026-07-05T09:16:00Z","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":"4bae22a4c9f50cd731984feff2547601155bcbef0da322a2c0206f5e99d60f29","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-10-04T12:54:21Z","title_canon_sha256":"37cd988aa89f8cb5a75a5f28912adf902fa0eb1aa9198ca0ac31e2d4837a328a"},"schema_version":"1.0","source":{"id":"2410.03390","kind":"arxiv","version":1}},"canonical_sha256":"13e66b348857e9b72bb3850e27b2008c52b37a48774e0a0e70062a25a5ce80ec","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"13e66b348857e9b72bb3850e27b2008c52b37a48774e0a0e70062a25a5ce80ec","first_computed_at":"2026-07-05T09:16:00.200334Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:16:00.200334Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"r1bwxdhK+/hJvOrr/CWdsV/Wg9Mkz2qoUVs8IYjCOufpGAEyEqkUFh7JJwIpyOrxfh0XuzsYpYDkepuuHVySBA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:16:00.200866Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.03390","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9438ac31ce5d82639e187e3f2401a9a674a704102771fc7dec994efe9f6aeac7","sha256:083ae29f75209e75b80fdbb3c3a5ae6a6c08a8ba84afee1866e6ec9fe8ee686b"],"state_sha256":"a8e00788f4412aeed8210310e6fdce546b850f49861ce940e629679ddeaa4fb4"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"l8dn8FDukEtTprL5TCAC4DAQ7kMhLS/M7o5+RmaVTI3x6958jQqA66AHSzqpE9Dday4gR4X+nRDX5Fg1XEUJCw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-18T11:11:06.861289Z","bundle_sha256":"df160c35e2baa11ef7bd88ad1b89c0374d8c90c33cfef543a20620d5bd494716"}}