{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2013:EKL4X3HMNFWENWLWX3DPA6FEHI","short_pith_number":"pith:EKL4X3HM","schema_version":"1.0","canonical_sha256":"2297cbecec696c46d976bec6f078a43a0f446d4b1ab6425aec114afc0c50d23a","source":{"kind":"arxiv","id":"1302.3563","version":2},"attestation_state":"computed","paper":{"title":"Decision-Theoretic Troubleshooting: A Framework for Repair and Experiment","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"David Heckerman, John S. Breese","submitted_at":"2013-02-13T14:12:40Z","abstract_excerpt":"We develop and extend existing decision-theoretic methods for troubleshooting a nonfunctioning device. Traditionally, diagnosis with Bayesian networks has focused on belief updating---determining the probabilities of various faults given current observations. In this paper, we extend this paradigm to include taking actions. In particular, we consider three classes of actions: (1) we can make observations regarding the behavior of a device and infer likely faults as in traditional diagnosis, (2) we can repair a component and then observe the behavior of the device to infer likely faults, and (3"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"1302.3563","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2013-02-13T14:12:40Z","cross_cats_sorted":[],"title_canon_sha256":"9707c0be1955e7938662487741966295095398dbda0a832a114518051da4f8dd","abstract_canon_sha256":"a21e8a01473dc22e410094ae07964af892d9f0564297f9ac48b276878200767a"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T02:07:32.400835Z","signature_b64":"DFk35GGKghHPX1ZPCPIV4eI3cZ05Xz1ZZltsFh8hvCm+W5ZvTsSsGlVKdZtwgXUukXeq7tjMm84tK5+sLNr8Cg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2297cbecec696c46d976bec6f078a43a0f446d4b1ab6425aec114afc0c50d23a","last_reissued_at":"2026-05-18T02:07:32.400232Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T02:07:32.400232Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Decision-Theoretic Troubleshooting: A Framework for Repair and Experiment","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"David Heckerman, John S. Breese","submitted_at":"2013-02-13T14:12:40Z","abstract_excerpt":"We develop and extend existing decision-theoretic methods for troubleshooting a nonfunctioning device. Traditionally, diagnosis with Bayesian networks has focused on belief updating---determining the probabilities of various faults given current observations. In this paper, we extend this paradigm to include taking actions. In particular, we consider three classes of actions: (1) we can make observations regarding the behavior of a device and infer likely faults as in traditional diagnosis, (2) we can repair a component and then observe the behavior of the device to infer likely faults, and (3"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1302.3563","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":""},"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"},"aliases":[{"alias_kind":"arxiv","alias_value":"1302.3563","created_at":"2026-05-18T02:07:32.400333+00:00"},{"alias_kind":"arxiv_version","alias_value":"1302.3563v2","created_at":"2026-05-18T02:07:32.400333+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1302.3563","created_at":"2026-05-18T02:07:32.400333+00:00"},{"alias_kind":"pith_short_12","alias_value":"EKL4X3HMNFWE","created_at":"2026-05-18T12:27:43.054852+00:00"},{"alias_kind":"pith_short_16","alias_value":"EKL4X3HMNFWENWLW","created_at":"2026-05-18T12:27:43.054852+00:00"},{"alias_kind":"pith_short_8","alias_value":"EKL4X3HM","created_at":"2026-05-18T12:27:43.054852+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/EKL4X3HMNFWENWLWX3DPA6FEHI","json":"https://pith.science/pith/EKL4X3HMNFWENWLWX3DPA6FEHI.json","graph_json":"https://pith.science/api/pith-number/EKL4X3HMNFWENWLWX3DPA6FEHI/graph.json","events_json":"https://pith.science/api/pith-number/EKL4X3HMNFWENWLWX3DPA6FEHI/events.json","paper":"https://pith.science/paper/EKL4X3HM"},"agent_actions":{"view_html":"https://pith.science/pith/EKL4X3HMNFWENWLWX3DPA6FEHI","download_json":"https://pith.science/pith/EKL4X3HMNFWENWLWX3DPA6FEHI.json","view_paper":"https://pith.science/paper/EKL4X3HM","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1302.3563&json=true","fetch_graph":"https://pith.science/api/pith-number/EKL4X3HMNFWENWLWX3DPA6FEHI/graph.json","fetch_events":"https://pith.science/api/pith-number/EKL4X3HMNFWENWLWX3DPA6FEHI/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/EKL4X3HMNFWENWLWX3DPA6FEHI/action/timestamp_anchor","attest_storage":"https://pith.science/pith/EKL4X3HMNFWENWLWX3DPA6FEHI/action/storage_attestation","attest_author":"https://pith.science/pith/EKL4X3HMNFWENWLWX3DPA6FEHI/action/author_attestation","sign_citation":"https://pith.science/pith/EKL4X3HMNFWENWLWX3DPA6FEHI/action/citation_signature","submit_replication":"https://pith.science/pith/EKL4X3HMNFWENWLWX3DPA6FEHI/action/replication_record"}},"created_at":"2026-05-18T02:07:32.400333+00:00","updated_at":"2026-05-18T02:07:32.400333+00:00"}