{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:OXPU4OQRQYIF3KQC4PERE56OQI","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":"ea8ecd4e0f059e87b103d06f10ff6696d1a16af43742b8436125fa41f8889202","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-04-15T14:33:42Z","title_canon_sha256":"536b5c630d0e6a0d304249e490bbeb39c42446274020162f60b8ea8520064390"},"schema_version":"1.0","source":{"id":"2204.07482","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2204.07482","created_at":"2026-07-05T04:15:04Z"},{"alias_kind":"arxiv_version","alias_value":"2204.07482v1","created_at":"2026-07-05T04:15:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2204.07482","created_at":"2026-07-05T04:15:04Z"},{"alias_kind":"pith_short_12","alias_value":"OXPU4OQRQYIF","created_at":"2026-07-05T04:15:04Z"},{"alias_kind":"pith_short_16","alias_value":"OXPU4OQRQYIF3KQC","created_at":"2026-07-05T04:15:04Z"},{"alias_kind":"pith_short_8","alias_value":"OXPU4OQR","created_at":"2026-07-05T04:15:04Z"}],"graph_snapshots":[{"event_id":"sha256:a5392cb0e023578823a8e44184604b35778639165c6185408bf32236a1a67680","target":"graph","created_at":"2026-07-05T04:15:04Z","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/2204.07482/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Accurately detecting and tracking multi-objects is important for safety-critical applications such as autonomous navigation. However, it remains challenging to provide guarantees on the performance of state-of-the-art techniques based on deep learning. We consider a strategy known as conformal prediction, which predicts sets of labels instead of a single label; in the classification and regression settings, these algorithms can guarantee that the true label lies within the prediction set with high probability. Building on these ideas, we propose multi-object detection and tracking algorithms t","authors_text":"Insup Lee, Osbert Bastani, Sangdon Park, Shuo Li, Xiayan Ji","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-04-15T14:33:42Z","title":"Towards PAC Multi-Object Detection and Tracking"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2204.07482","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":"sha256:3116b2451c6e8a97aba37489750978dc27667b2d361791c57d2ba7edbb858679","target":"record","created_at":"2026-07-05T04:15:04Z","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":"ea8ecd4e0f059e87b103d06f10ff6696d1a16af43742b8436125fa41f8889202","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-04-15T14:33:42Z","title_canon_sha256":"536b5c630d0e6a0d304249e490bbeb39c42446274020162f60b8ea8520064390"},"schema_version":"1.0","source":{"id":"2204.07482","kind":"arxiv","version":1}},"canonical_sha256":"75df4e3a1186105daa02e3c91277ce8229b8bcf8d66ca4a0498a2f2acba928c2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"75df4e3a1186105daa02e3c91277ce8229b8bcf8d66ca4a0498a2f2acba928c2","first_computed_at":"2026-07-05T04:15:04.603379Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:15:04.603379Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"fznCywKzKsTrF972ZxtWdL0VC2mntzKihIHcLPCRKLh7o7nDrRxq6rYhh4tePWfWaM3PjFOOqmAmVph4MVQSCA==","signature_status":"signed_v1","signed_at":"2026-07-05T04:15:04.603757Z","signed_message":"canonical_sha256_bytes"},"source_id":"2204.07482","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3116b2451c6e8a97aba37489750978dc27667b2d361791c57d2ba7edbb858679","sha256:a5392cb0e023578823a8e44184604b35778639165c6185408bf32236a1a67680"],"state_sha256":"d8c730001a4bdbc650b83c32344db0dd2269f61d01d05b95d5d18139f251b587"}