{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2015:OQPOF3GLU5GI4ZG6A6MU3UGIX7","short_pith_number":"pith:OQPOF3GL","canonical_record":{"source":{"id":"1512.04499","kind":"arxiv","version":4},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2015-12-14T20:07:48Z","cross_cats_sorted":[],"title_canon_sha256":"c4f1d871a8657f99df6e024a06341c33defd50d61447cb8ca764aee78580d4b4","abstract_canon_sha256":"6376b56aebe65919a03812acf08b6ce2bda95db7111334b2e9c5aed5559f3124"},"schema_version":"1.0"},"canonical_sha256":"741ee2eccba74c8e64de07994dd0c8bff71da8c6eabb690a7daada9f9b3e7f99","source":{"kind":"arxiv","id":"1512.04499","version":4},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1512.04499","created_at":"2026-05-17T23:56:21Z"},{"alias_kind":"arxiv_version","alias_value":"1512.04499v4","created_at":"2026-05-17T23:56:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1512.04499","created_at":"2026-05-17T23:56:21Z"},{"alias_kind":"pith_short_12","alias_value":"OQPOF3GLU5GI","created_at":"2026-05-18T12:29:34Z"},{"alias_kind":"pith_short_16","alias_value":"OQPOF3GLU5GI4ZG6","created_at":"2026-05-18T12:29:34Z"},{"alias_kind":"pith_short_8","alias_value":"OQPOF3GL","created_at":"2026-05-18T12:29:34Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2015:OQPOF3GLU5GI4ZG6A6MU3UGIX7","target":"record","payload":{"canonical_record":{"source":{"id":"1512.04499","kind":"arxiv","version":4},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2015-12-14T20:07:48Z","cross_cats_sorted":[],"title_canon_sha256":"c4f1d871a8657f99df6e024a06341c33defd50d61447cb8ca764aee78580d4b4","abstract_canon_sha256":"6376b56aebe65919a03812acf08b6ce2bda95db7111334b2e9c5aed5559f3124"},"schema_version":"1.0"},"canonical_sha256":"741ee2eccba74c8e64de07994dd0c8bff71da8c6eabb690a7daada9f9b3e7f99","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-17T23:56:21.190215Z","signature_b64":"HiqemlvWcBP6Um39OUD3JElI7AaFvdxfck+Nu5BaXInLFUxaXbqY40bIYjWGLS8z8Psio93ocdHixDChWzs/CA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"741ee2eccba74c8e64de07994dd0c8bff71da8c6eabb690a7daada9f9b3e7f99","last_reissued_at":"2026-05-17T23:56:21.189489Z","signature_status":"signed_v1","first_computed_at":"2026-05-17T23:56:21.189489Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1512.04499","source_version":4,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-17T23:56:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"PPgMxnjzMARM+ZPWohDmQVhjXGVbK37776s4WNKtGA4xyNhw04CgSpDRoS/6p2+HR0LmDzOIQYGiE0vmFRbFBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-26T08:30:49.149329Z"},"content_sha256":"c146ed6c65d5a805495de51b1fb3996e1305fab776ee327545323d78ecb2b30c","schema_version":"1.0","event_id":"sha256:c146ed6c65d5a805495de51b1fb3996e1305fab776ee327545323d78ecb2b30c"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2015:OQPOF3GLU5GI4ZG6A6MU3UGIX7","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Nonparametric false discovery rate control for identifying simultaneous signals","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"stat.ME","authors_text":"Sihai Dave Zhao, Yet Tien Nguyen","submitted_at":"2015-12-14T20:07:48Z","abstract_excerpt":"It is frequently of interest to jointly analyze multiple sequences of multiple tests in order to identify simultaneous signals, defined as features tested in multiple studies whose test statistics are non-null in each. In many problems, however, the null distributions of the test statistics may be complicated or even unknown, and there do not currently exist any procedures that can be employed in these cases. This paper proposes a new nonparametric procedure that can identify simultaneous signals across multiple studies even without knowing the null distributions of the test statistics. The me"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1512.04499","kind":"arxiv","version":4},"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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-17T23:56:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"1DoW2HHOJqNLXmNlkCtI7fbTKWRuBsCwZCTj31tFkHalHx9jMivN2n8I0yEHI2AwO4yT1bYTyPDP9thTh2ECDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-26T08:30:49.149728Z"},"content_sha256":"0a1438c059118aeabfe3a7871d5433b05067cc73475375d21ad2a941a07f9b23","schema_version":"1.0","event_id":"sha256:0a1438c059118aeabfe3a7871d5433b05067cc73475375d21ad2a941a07f9b23"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/OQPOF3GLU5GI4ZG6A6MU3UGIX7/bundle.json","state_url":"https://pith.science/pith/OQPOF3GLU5GI4ZG6A6MU3UGIX7/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/OQPOF3GLU5GI4ZG6A6MU3UGIX7/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":"2026-05-26T08:30:49Z","links":{"resolver":"https://pith.science/pith/OQPOF3GLU5GI4ZG6A6MU3UGIX7","bundle":"https://pith.science/pith/OQPOF3GLU5GI4ZG6A6MU3UGIX7/bundle.json","state":"https://pith.science/pith/OQPOF3GLU5GI4ZG6A6MU3UGIX7/state.json","well_known_bundle":"https://pith.science/.well-known/pith/OQPOF3GLU5GI4ZG6A6MU3UGIX7/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2015:OQPOF3GLU5GI4ZG6A6MU3UGIX7","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":"6376b56aebe65919a03812acf08b6ce2bda95db7111334b2e9c5aed5559f3124","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2015-12-14T20:07:48Z","title_canon_sha256":"c4f1d871a8657f99df6e024a06341c33defd50d61447cb8ca764aee78580d4b4"},"schema_version":"1.0","source":{"id":"1512.04499","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1512.04499","created_at":"2026-05-17T23:56:21Z"},{"alias_kind":"arxiv_version","alias_value":"1512.04499v4","created_at":"2026-05-17T23:56:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1512.04499","created_at":"2026-05-17T23:56:21Z"},{"alias_kind":"pith_short_12","alias_value":"OQPOF3GLU5GI","created_at":"2026-05-18T12:29:34Z"},{"alias_kind":"pith_short_16","alias_value":"OQPOF3GLU5GI4ZG6","created_at":"2026-05-18T12:29:34Z"},{"alias_kind":"pith_short_8","alias_value":"OQPOF3GL","created_at":"2026-05-18T12:29:34Z"}],"graph_snapshots":[{"event_id":"sha256:0a1438c059118aeabfe3a7871d5433b05067cc73475375d21ad2a941a07f9b23","target":"graph","created_at":"2026-05-17T23:56:21Z","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"},"paper":{"abstract_excerpt":"It is frequently of interest to jointly analyze multiple sequences of multiple tests in order to identify simultaneous signals, defined as features tested in multiple studies whose test statistics are non-null in each. In many problems, however, the null distributions of the test statistics may be complicated or even unknown, and there do not currently exist any procedures that can be employed in these cases. This paper proposes a new nonparametric procedure that can identify simultaneous signals across multiple studies even without knowing the null distributions of the test statistics. The me","authors_text":"Sihai Dave Zhao, Yet Tien Nguyen","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2015-12-14T20:07:48Z","title":"Nonparametric false discovery rate control for identifying simultaneous signals"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1512.04499","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:c146ed6c65d5a805495de51b1fb3996e1305fab776ee327545323d78ecb2b30c","target":"record","created_at":"2026-05-17T23:56:21Z","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":"6376b56aebe65919a03812acf08b6ce2bda95db7111334b2e9c5aed5559f3124","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2015-12-14T20:07:48Z","title_canon_sha256":"c4f1d871a8657f99df6e024a06341c33defd50d61447cb8ca764aee78580d4b4"},"schema_version":"1.0","source":{"id":"1512.04499","kind":"arxiv","version":4}},"canonical_sha256":"741ee2eccba74c8e64de07994dd0c8bff71da8c6eabb690a7daada9f9b3e7f99","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"741ee2eccba74c8e64de07994dd0c8bff71da8c6eabb690a7daada9f9b3e7f99","first_computed_at":"2026-05-17T23:56:21.189489Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:56:21.189489Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"HiqemlvWcBP6Um39OUD3JElI7AaFvdxfck+Nu5BaXInLFUxaXbqY40bIYjWGLS8z8Psio93ocdHixDChWzs/CA==","signature_status":"signed_v1","signed_at":"2026-05-17T23:56:21.190215Z","signed_message":"canonical_sha256_bytes"},"source_id":"1512.04499","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c146ed6c65d5a805495de51b1fb3996e1305fab776ee327545323d78ecb2b30c","sha256:0a1438c059118aeabfe3a7871d5433b05067cc73475375d21ad2a941a07f9b23"],"state_sha256":"979555ad2924aa549c3ce9cbc0b0ac4af9608fe7d01413020f2829e49c2bd5b0"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"zJvp3Kh7MJwgALFkNo7Gxzg8NrnzDHe6T/Zb2kXsjvBkzDz9zZxuKIJTv1x9En3NVRumjvB7ebwarHlwKDQXBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-05-26T08:30:49.152677Z","bundle_sha256":"6fab87a87440add439428942ae9ebbb0db6f368f4f574675c12ffed0f2b81a9c"}}