{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:P7Z4ZIHKAZQLLMZRFXXM3OMQBD","short_pith_number":"pith:P7Z4ZIHK","canonical_record":{"source":{"id":"2605.25616","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-05-25T09:17:08Z","cross_cats_sorted":["stat.ML"],"title_canon_sha256":"abe1feca4a710524b8053b41bb961bc9f9ea2cf1694ce5a12b8b4aed0eef865b","abstract_canon_sha256":"a10459f3c5220e1f4d6239db73a8cfa670db9ef71809c0ed95e173fc1f034e16"},"schema_version":"1.0"},"canonical_sha256":"7ff3cca0ea0660b5b3312deecdb99008d886dfe50ed0c43bd11a96d01150954b","source":{"kind":"arxiv","id":"2605.25616","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.25616","created_at":"2026-05-26T02:04:46Z"},{"alias_kind":"arxiv_version","alias_value":"2605.25616v1","created_at":"2026-05-26T02:04:46Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.25616","created_at":"2026-05-26T02:04:46Z"},{"alias_kind":"pith_short_12","alias_value":"P7Z4ZIHKAZQL","created_at":"2026-05-26T02:04:46Z"},{"alias_kind":"pith_short_16","alias_value":"P7Z4ZIHKAZQLLMZR","created_at":"2026-05-26T02:04:46Z"},{"alias_kind":"pith_short_8","alias_value":"P7Z4ZIHK","created_at":"2026-05-26T02:04:46Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:P7Z4ZIHKAZQLLMZRFXXM3OMQBD","target":"record","payload":{"canonical_record":{"source":{"id":"2605.25616","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-05-25T09:17:08Z","cross_cats_sorted":["stat.ML"],"title_canon_sha256":"abe1feca4a710524b8053b41bb961bc9f9ea2cf1694ce5a12b8b4aed0eef865b","abstract_canon_sha256":"a10459f3c5220e1f4d6239db73a8cfa670db9ef71809c0ed95e173fc1f034e16"},"schema_version":"1.0"},"canonical_sha256":"7ff3cca0ea0660b5b3312deecdb99008d886dfe50ed0c43bd11a96d01150954b","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-26T02:04:46.606957Z","signature_b64":"J5Maw4m+TyefavxMj6sVEzJhdn2g/yC0Khb+PKT90yOY9IRrA6eVeGbPgx+qLp/Qw11Hf+n03vy8mDnZcNDFCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"7ff3cca0ea0660b5b3312deecdb99008d886dfe50ed0c43bd11a96d01150954b","last_reissued_at":"2026-05-26T02:04:46.606364Z","signature_status":"signed_v1","first_computed_at":"2026-05-26T02:04:46.606364Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2605.25616","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":"2026-05-26T02:04:46Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Iti2OVrsVW1NOrCtTGza5KJqcWcSnHoxIJZblSNKXRaqeDrqv/FlfciqNmGteBrpctyka+Np6E7cmww7S74pCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-01T18:04:26.878936Z"},"content_sha256":"9d280ab0094697ed1b224be4a47a6721217fc7bfeb5e72c51e298fbdedce5ddf","schema_version":"1.0","event_id":"sha256:9d280ab0094697ed1b224be4a47a6721217fc7bfeb5e72c51e298fbdedce5ddf"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:P7Z4ZIHKAZQLLMZRFXXM3OMQBD","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Courtroom Analogy: New Perspective on Uncertainty-Aware Classification","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["stat.ML"],"primary_cat":"cs.LG","authors_text":"Heeyoung Kim, Taeseong Yoon","submitted_at":"2026-05-25T09:17:08Z","abstract_excerpt":"Single-pass uncertainty quantification (UQ) methods for classification represent uncertainty by predicting a tractable distribution over the class probability vector. While existing approaches primarily focus on enhancing the expressiveness of this distribution, they often provide limited insight into how predictive uncertainty is structured and aggregated, resulting in weak interpretability. We introduce the courtroom analogy, which conceptualizes uncertainty-aware classification as a structured debate among class-specific advocates. Each advocate forms a probabilistic opinion, and a final ve"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.25616","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/2605.25616/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":"2026-05-26T02:04:46Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"zpf1tRtVgY1TodbuWOK+35nYFN+X9mMKT/P4Q/7DY1wyUK9iBh4MO38I1KMENM4xOgS4MigSnj5gyEPOqciyAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-01T18:04:26.879291Z"},"content_sha256":"2565d125e87591c7e8286f60c381618dc1983ed2b840c9be21440c2fdcc9911a","schema_version":"1.0","event_id":"sha256:2565d125e87591c7e8286f60c381618dc1983ed2b840c9be21440c2fdcc9911a"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/P7Z4ZIHKAZQLLMZRFXXM3OMQBD/bundle.json","state_url":"https://pith.science/pith/P7Z4ZIHKAZQLLMZRFXXM3OMQBD/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/P7Z4ZIHKAZQLLMZRFXXM3OMQBD/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":"2026-07-01T18:04:26Z","links":{"resolver":"https://pith.science/pith/P7Z4ZIHKAZQLLMZRFXXM3OMQBD","bundle":"https://pith.science/pith/P7Z4ZIHKAZQLLMZRFXXM3OMQBD/bundle.json","state":"https://pith.science/pith/P7Z4ZIHKAZQLLMZRFXXM3OMQBD/state.json","well_known_bundle":"https://pith.science/.well-known/pith/P7Z4ZIHKAZQLLMZRFXXM3OMQBD/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:P7Z4ZIHKAZQLLMZRFXXM3OMQBD","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":"a10459f3c5220e1f4d6239db73a8cfa670db9ef71809c0ed95e173fc1f034e16","cross_cats_sorted":["stat.ML"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-05-25T09:17:08Z","title_canon_sha256":"abe1feca4a710524b8053b41bb961bc9f9ea2cf1694ce5a12b8b4aed0eef865b"},"schema_version":"1.0","source":{"id":"2605.25616","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.25616","created_at":"2026-05-26T02:04:46Z"},{"alias_kind":"arxiv_version","alias_value":"2605.25616v1","created_at":"2026-05-26T02:04:46Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.25616","created_at":"2026-05-26T02:04:46Z"},{"alias_kind":"pith_short_12","alias_value":"P7Z4ZIHKAZQL","created_at":"2026-05-26T02:04:46Z"},{"alias_kind":"pith_short_16","alias_value":"P7Z4ZIHKAZQLLMZR","created_at":"2026-05-26T02:04:46Z"},{"alias_kind":"pith_short_8","alias_value":"P7Z4ZIHK","created_at":"2026-05-26T02:04:46Z"}],"graph_snapshots":[{"event_id":"sha256:2565d125e87591c7e8286f60c381618dc1983ed2b840c9be21440c2fdcc9911a","target":"graph","created_at":"2026-05-26T02:04:46Z","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/2605.25616/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Single-pass uncertainty quantification (UQ) methods for classification represent uncertainty by predicting a tractable distribution over the class probability vector. While existing approaches primarily focus on enhancing the expressiveness of this distribution, they often provide limited insight into how predictive uncertainty is structured and aggregated, resulting in weak interpretability. We introduce the courtroom analogy, which conceptualizes uncertainty-aware classification as a structured debate among class-specific advocates. Each advocate forms a probabilistic opinion, and a final ve","authors_text":"Heeyoung Kim, Taeseong Yoon","cross_cats":["stat.ML"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-05-25T09:17:08Z","title":"Courtroom Analogy: New Perspective on Uncertainty-Aware Classification"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.25616","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":"sha256:9d280ab0094697ed1b224be4a47a6721217fc7bfeb5e72c51e298fbdedce5ddf","target":"record","created_at":"2026-05-26T02:04:46Z","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":"a10459f3c5220e1f4d6239db73a8cfa670db9ef71809c0ed95e173fc1f034e16","cross_cats_sorted":["stat.ML"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-05-25T09:17:08Z","title_canon_sha256":"abe1feca4a710524b8053b41bb961bc9f9ea2cf1694ce5a12b8b4aed0eef865b"},"schema_version":"1.0","source":{"id":"2605.25616","kind":"arxiv","version":1}},"canonical_sha256":"7ff3cca0ea0660b5b3312deecdb99008d886dfe50ed0c43bd11a96d01150954b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7ff3cca0ea0660b5b3312deecdb99008d886dfe50ed0c43bd11a96d01150954b","first_computed_at":"2026-05-26T02:04:46.606364Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-26T02:04:46.606364Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"J5Maw4m+TyefavxMj6sVEzJhdn2g/yC0Khb+PKT90yOY9IRrA6eVeGbPgx+qLp/Qw11Hf+n03vy8mDnZcNDFCw==","signature_status":"signed_v1","signed_at":"2026-05-26T02:04:46.606957Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.25616","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9d280ab0094697ed1b224be4a47a6721217fc7bfeb5e72c51e298fbdedce5ddf","sha256:2565d125e87591c7e8286f60c381618dc1983ed2b840c9be21440c2fdcc9911a"],"state_sha256":"9b84206997c2b693fd37e4f1f6b391c2ebc913b402006e025db680b5848fc1e5"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"D4PSnglVQpVFORwXykD0XldlCMFP9+RguSym80XgTrUYeVu2niq+Hf/I6LDVuM1a8UM9cLZhl12NI50pBaOKCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-01T18:04:26.881159Z","bundle_sha256":"4721ba84a772c907798798cd034fc384cc7c4b2ce6c29b5ff660f1dd1d492457"}}