{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:GCNH7TTMCVM76VWEO4YVH7DEBY","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":"1f7dce40e4aa8f2756dea955c208469627bb9b7138877d07e1ca37050a961b15","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-02-08T16:45:12Z","title_canon_sha256":"4769e8bdf8ba6bf610bc1e48c1712464f362c222d44347e5bbb6b8be6e3cc44e"},"schema_version":"1.0","source":{"id":"2402.05806","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.05806","created_at":"2026-07-05T11:13:07Z"},{"alias_kind":"arxiv_version","alias_value":"2402.05806v4","created_at":"2026-07-05T11:13:07Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.05806","created_at":"2026-07-05T11:13:07Z"},{"alias_kind":"pith_short_12","alias_value":"GCNH7TTMCVM7","created_at":"2026-07-05T11:13:07Z"},{"alias_kind":"pith_short_16","alias_value":"GCNH7TTMCVM76VWE","created_at":"2026-07-05T11:13:07Z"},{"alias_kind":"pith_short_8","alias_value":"GCNH7TTM","created_at":"2026-07-05T11:13:07Z"}],"graph_snapshots":[{"event_id":"sha256:1eb72430fc662cab5c9feba2b82dd0b23a8b021e2fcb2be268aa854c0223a4d1","target":"graph","created_at":"2026-07-05T11:13:07Z","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/2402.05806/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In many classification applications, the prediction of a deep neural network (DNN) based classifier needs to be accompanied by some confidence indication. Two popular approaches for that aim are: 1) Calibration: modifies the classifier's softmax values such that the maximal value better estimates the correctness probability; and 2) Conformal Prediction (CP): produces a prediction set of candidate labels that contains the true label with a user-specified probability, guaranteeing marginal coverage but not, e.g., per class coverage. In practice, both types of indications are desirable, yet, so f","authors_text":"Lahav Dabah, Tom Tirer","cross_cats":["stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-02-08T16:45:12Z","title":"On Temperature Scaling and Conformal Prediction of Deep Classifiers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.05806","kind":"arxiv","version":4},"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:abb4ab3227cc0290b18675829f456bfb498b98ae145e14ff0985698c403f1671","target":"record","created_at":"2026-07-05T11:13:07Z","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":"1f7dce40e4aa8f2756dea955c208469627bb9b7138877d07e1ca37050a961b15","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-02-08T16:45:12Z","title_canon_sha256":"4769e8bdf8ba6bf610bc1e48c1712464f362c222d44347e5bbb6b8be6e3cc44e"},"schema_version":"1.0","source":{"id":"2402.05806","kind":"arxiv","version":4}},"canonical_sha256":"309a7fce6c1559ff56c4773153fc640e16b12aaea41a0a855a16f4e372bc9035","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"309a7fce6c1559ff56c4773153fc640e16b12aaea41a0a855a16f4e372bc9035","first_computed_at":"2026-07-05T11:13:07.344388Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:13:07.344388Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"zIJw52sl8oxDyYDAWfQl6rxkrWrzORIWCfMLXpYHOUMPJF6a81bKAKDRJLUQ0V3+V+L105QxFqSPfAyPvG59Ag==","signature_status":"signed_v1","signed_at":"2026-07-05T11:13:07.344829Z","signed_message":"canonical_sha256_bytes"},"source_id":"2402.05806","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:abb4ab3227cc0290b18675829f456bfb498b98ae145e14ff0985698c403f1671","sha256:1eb72430fc662cab5c9feba2b82dd0b23a8b021e2fcb2be268aa854c0223a4d1"],"state_sha256":"b0ec4f3d56c1ee2f1a8328c85f83a98ae90cf62f30529e52dc41e033f48e3d3d"}