{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2020:XNLLNYZXYGC7QNFITJZKV6P333","short_pith_number":"pith:XNLLNYZX","canonical_record":{"source":{"id":"2006.00927","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-06-01T13:22:51Z","cross_cats_sorted":["stat.ML"],"title_canon_sha256":"a76f593024aafd4d71568daf28397f9bea0e0f7ab3f1e88c7397ac9e9b48077b","abstract_canon_sha256":"682c2462e2f85d7cc26287b81a4edb32e2e8af68ef450881a8af56465f0b898a"},"schema_version":"1.0"},"canonical_sha256":"bb56b6e337c185f834a89a72aaf9fbdeeccecbc1cd1dc50473c7eed34b4eeb4f","source":{"kind":"arxiv","id":"2006.00927","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2006.00927","created_at":"2026-07-05T01:26:52Z"},{"alias_kind":"arxiv_version","alias_value":"2006.00927v2","created_at":"2026-07-05T01:26:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2006.00927","created_at":"2026-07-05T01:26:52Z"},{"alias_kind":"pith_short_12","alias_value":"XNLLNYZXYGC7","created_at":"2026-07-05T01:26:52Z"},{"alias_kind":"pith_short_16","alias_value":"XNLLNYZXYGC7QNFI","created_at":"2026-07-05T01:26:52Z"},{"alias_kind":"pith_short_8","alias_value":"XNLLNYZX","created_at":"2026-07-05T01:26:52Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2020:XNLLNYZXYGC7QNFITJZKV6P333","target":"record","payload":{"canonical_record":{"source":{"id":"2006.00927","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-06-01T13:22:51Z","cross_cats_sorted":["stat.ML"],"title_canon_sha256":"a76f593024aafd4d71568daf28397f9bea0e0f7ab3f1e88c7397ac9e9b48077b","abstract_canon_sha256":"682c2462e2f85d7cc26287b81a4edb32e2e8af68ef450881a8af56465f0b898a"},"schema_version":"1.0"},"canonical_sha256":"bb56b6e337c185f834a89a72aaf9fbdeeccecbc1cd1dc50473c7eed34b4eeb4f","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T01:26:52.145472Z","signature_b64":"Jhd5/TphFDM04tS5hPG5V8hipozUzSqgHuNXGArMLp1d9xOB/qBDWEpSOrkahPRzZIlVwAgcmVg84Pjqvm54AA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"bb56b6e337c185f834a89a72aaf9fbdeeccecbc1cd1dc50473c7eed34b4eeb4f","last_reissued_at":"2026-07-05T01:26:52.144976Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T01:26:52.144976Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2006.00927","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T01:26:52Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"RP2C0UkTZTRom/G48QnCqMJrbdaX+pFuVX2QOt76+rnkvOl0qH/3M2HGfe4Ypd4Ll5J0z200qZ6AuKxVc7n7Dg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T15:54:35.150290Z"},"content_sha256":"fa6c4b52b49d8afa551d65847a9ce8bea05cf12c284dc22044be58a655f0e377","schema_version":"1.0","event_id":"sha256:fa6c4b52b49d8afa551d65847a9ce8bea05cf12c284dc22044be58a655f0e377"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2020:XNLLNYZXYGC7QNFITJZKV6P333","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Treatment Policy Learning in Multiobjective Settings with Fully Observed Outcomes","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["stat.ML"],"primary_cat":"cs.LG","authors_text":"David Sontag, Helen Zhou, Michael Oberst, Sanjat Kanjilal, Soorajnath Boominathan","submitted_at":"2020-06-01T13:22:51Z","abstract_excerpt":"In several medical decision-making problems, such as antibiotic prescription, laboratory testing can provide precise indications for how a patient will respond to different treatment options. This enables us to \"fully observe\" all potential treatment outcomes, but while present in historical data, these results are infeasible to produce in real-time at the point of the initial treatment decision. Moreover, treatment policies in these settings often need to trade off between multiple competing objectives, such as effectiveness of treatment and harmful side effects. We present, compare, and eval"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2006.00927","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":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2006.00927/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":"2026-07-05T01:26:52Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"1llem7U9YRedICP5YDg112HRPHog0me50A05tbcaiAnGAPtxo55SGjJsmulgLK8IARXJLVtNRvpwArbMuNYJAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T15:54:35.150685Z"},"content_sha256":"580e0bb3983fab803c5f63bc87d08a75f4ec3341ec9ca3182dd804663671359c","schema_version":"1.0","event_id":"sha256:580e0bb3983fab803c5f63bc87d08a75f4ec3341ec9ca3182dd804663671359c"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/XNLLNYZXYGC7QNFITJZKV6P333/bundle.json","state_url":"https://pith.science/pith/XNLLNYZXYGC7QNFITJZKV6P333/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/XNLLNYZXYGC7QNFITJZKV6P333/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":"2026-07-07T15:54:35Z","links":{"resolver":"https://pith.science/pith/XNLLNYZXYGC7QNFITJZKV6P333","bundle":"https://pith.science/pith/XNLLNYZXYGC7QNFITJZKV6P333/bundle.json","state":"https://pith.science/pith/XNLLNYZXYGC7QNFITJZKV6P333/state.json","well_known_bundle":"https://pith.science/.well-known/pith/XNLLNYZXYGC7QNFITJZKV6P333/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:XNLLNYZXYGC7QNFITJZKV6P333","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":"682c2462e2f85d7cc26287b81a4edb32e2e8af68ef450881a8af56465f0b898a","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-06-01T13:22:51Z","title_canon_sha256":"a76f593024aafd4d71568daf28397f9bea0e0f7ab3f1e88c7397ac9e9b48077b"},"schema_version":"1.0","source":{"id":"2006.00927","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2006.00927","created_at":"2026-07-05T01:26:52Z"},{"alias_kind":"arxiv_version","alias_value":"2006.00927v2","created_at":"2026-07-05T01:26:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2006.00927","created_at":"2026-07-05T01:26:52Z"},{"alias_kind":"pith_short_12","alias_value":"XNLLNYZXYGC7","created_at":"2026-07-05T01:26:52Z"},{"alias_kind":"pith_short_16","alias_value":"XNLLNYZXYGC7QNFI","created_at":"2026-07-05T01:26:52Z"},{"alias_kind":"pith_short_8","alias_value":"XNLLNYZX","created_at":"2026-07-05T01:26:52Z"}],"graph_snapshots":[{"event_id":"sha256:580e0bb3983fab803c5f63bc87d08a75f4ec3341ec9ca3182dd804663671359c","target":"graph","created_at":"2026-07-05T01:26:52Z","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/2006.00927/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In several medical decision-making problems, such as antibiotic prescription, laboratory testing can provide precise indications for how a patient will respond to different treatment options. This enables us to \"fully observe\" all potential treatment outcomes, but while present in historical data, these results are infeasible to produce in real-time at the point of the initial treatment decision. Moreover, treatment policies in these settings often need to trade off between multiple competing objectives, such as effectiveness of treatment and harmful side effects. We present, compare, and eval","authors_text":"David Sontag, Helen Zhou, Michael Oberst, Sanjat Kanjilal, Soorajnath Boominathan","cross_cats":["stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-06-01T13:22:51Z","title":"Treatment Policy Learning in Multiobjective Settings with Fully Observed Outcomes"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2006.00927","kind":"arxiv","version":2},"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:fa6c4b52b49d8afa551d65847a9ce8bea05cf12c284dc22044be58a655f0e377","target":"record","created_at":"2026-07-05T01:26:52Z","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":"682c2462e2f85d7cc26287b81a4edb32e2e8af68ef450881a8af56465f0b898a","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-06-01T13:22:51Z","title_canon_sha256":"a76f593024aafd4d71568daf28397f9bea0e0f7ab3f1e88c7397ac9e9b48077b"},"schema_version":"1.0","source":{"id":"2006.00927","kind":"arxiv","version":2}},"canonical_sha256":"bb56b6e337c185f834a89a72aaf9fbdeeccecbc1cd1dc50473c7eed34b4eeb4f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"bb56b6e337c185f834a89a72aaf9fbdeeccecbc1cd1dc50473c7eed34b4eeb4f","first_computed_at":"2026-07-05T01:26:52.144976Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:26:52.144976Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Jhd5/TphFDM04tS5hPG5V8hipozUzSqgHuNXGArMLp1d9xOB/qBDWEpSOrkahPRzZIlVwAgcmVg84Pjqvm54AA==","signature_status":"signed_v1","signed_at":"2026-07-05T01:26:52.145472Z","signed_message":"canonical_sha256_bytes"},"source_id":"2006.00927","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fa6c4b52b49d8afa551d65847a9ce8bea05cf12c284dc22044be58a655f0e377","sha256:580e0bb3983fab803c5f63bc87d08a75f4ec3341ec9ca3182dd804663671359c"],"state_sha256":"327d967329199dd441779f19e926a4c32d73d8f28bbffd42afe3963616415739"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"FdtpfqN1Hs1KZF2naE+vl7sgqS+DxV9/lJRJc+GWFW+rn74WRtF6odZQPteU/Oi0QAPeOLNnOp5LsylsCiRGAg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-07T15:54:35.152667Z","bundle_sha256":"8566066002d7cae18de22c74531eb65df47bbc95623379e3e473b42cce947986"}}