{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:J6O6IZAPDBFCUXMI25AVBGEJ7F","short_pith_number":"pith:J6O6IZAP","canonical_record":{"source":{"id":"2310.06357","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ME","submitted_at":"2023-10-10T06:51:38Z","cross_cats_sorted":["stat.AP"],"title_canon_sha256":"4cfc27ad9d3575fd010eb29b9f06fa3779dfad6047adb884fd62454335564693","abstract_canon_sha256":"e63c71690c980c0a05ed5634778f2f4af947429aa7321dd8983baef13038cc39"},"schema_version":"1.0"},"canonical_sha256":"4f9de4640f184a2a5d88d741509889f949ad7cc746bacb79ff543ba3d0e3cdb5","source":{"kind":"arxiv","id":"2310.06357","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.06357","created_at":"2026-07-05T06:59:10Z"},{"alias_kind":"arxiv_version","alias_value":"2310.06357v1","created_at":"2026-07-05T06:59:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.06357","created_at":"2026-07-05T06:59:10Z"},{"alias_kind":"pith_short_12","alias_value":"J6O6IZAPDBFC","created_at":"2026-07-05T06:59:10Z"},{"alias_kind":"pith_short_16","alias_value":"J6O6IZAPDBFCUXMI","created_at":"2026-07-05T06:59:10Z"},{"alias_kind":"pith_short_8","alias_value":"J6O6IZAP","created_at":"2026-07-05T06:59:10Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:J6O6IZAPDBFCUXMI25AVBGEJ7F","target":"record","payload":{"canonical_record":{"source":{"id":"2310.06357","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ME","submitted_at":"2023-10-10T06:51:38Z","cross_cats_sorted":["stat.AP"],"title_canon_sha256":"4cfc27ad9d3575fd010eb29b9f06fa3779dfad6047adb884fd62454335564693","abstract_canon_sha256":"e63c71690c980c0a05ed5634778f2f4af947429aa7321dd8983baef13038cc39"},"schema_version":"1.0"},"canonical_sha256":"4f9de4640f184a2a5d88d741509889f949ad7cc746bacb79ff543ba3d0e3cdb5","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T06:59:10.123629Z","signature_b64":"1zEnjV5nI+WSKWQK5GVbsmrz0qDabbFexAmwvUK1Z/HeSwMjUakHzmHvJ/yslcyZrRSfp/PGZ/11wPbfPnaTCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"4f9de4640f184a2a5d88d741509889f949ad7cc746bacb79ff543ba3d0e3cdb5","last_reissued_at":"2026-07-05T06:59:10.123227Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T06:59:10.123227Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2310.06357","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T06:59:10Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3Dg7N2hz8vgUbpApo/Bs0TTCoz+JOJoMPeW2Ju028oY0brCtpr+g4PJzXwaqq4KNldwlV7zhQday2b1bBs0uDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T09:55:39.936281Z"},"content_sha256":"4f7908e2771698970be6dccc234af4793de8ee3f213d930e4226b6693ef89826","schema_version":"1.0","event_id":"sha256:4f7908e2771698970be6dccc234af4793de8ee3f213d930e4226b6693ef89826"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:J6O6IZAPDBFCUXMI25AVBGEJ7F","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Adaptive Storey's null proportion estimator","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["stat.AP"],"primary_cat":"stat.ME","authors_text":"Zijun Gao","submitted_at":"2023-10-10T06:51:38Z","abstract_excerpt":"False discovery rate (FDR) is a commonly used criterion in multiple testing and the Benjamini-Hochberg (BH) procedure is arguably the most popular approach with FDR guarantee. To improve power, the adaptive BH procedure has been proposed by incorporating various null proportion estimators, among which Storey's estimator has gained substantial popularity. The performance of Storey's estimator hinges on a critical hyper-parameter, where a pre-fixed configuration lacks power and existing data-driven hyper-parameters compromise the FDR control. In this work, we propose a novel class of adaptive hy"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.06357","kind":"arxiv","version":1},"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/2310.06357/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":"2026-07-05T06:59:10Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"2iJiSkbDvhDyp+ptMe3lMAHyJuCgy1KJbMOYOCdTa8wzZVH3Yku8t4JZgrkkAP33tnAt4UAl1EZukZU8c9KsAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T09:55:39.937203Z"},"content_sha256":"26cadd1bbe5c28bb9167589bc56d91fa8a9e2f597e576aaa352fa9da73f225ab","schema_version":"1.0","event_id":"sha256:26cadd1bbe5c28bb9167589bc56d91fa8a9e2f597e576aaa352fa9da73f225ab"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/J6O6IZAPDBFCUXMI25AVBGEJ7F/bundle.json","state_url":"https://pith.science/pith/J6O6IZAPDBFCUXMI25AVBGEJ7F/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/J6O6IZAPDBFCUXMI25AVBGEJ7F/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":"2026-08-14T09:55:39Z","links":{"resolver":"https://pith.science/pith/J6O6IZAPDBFCUXMI25AVBGEJ7F","bundle":"https://pith.science/pith/J6O6IZAPDBFCUXMI25AVBGEJ7F/bundle.json","state":"https://pith.science/pith/J6O6IZAPDBFCUXMI25AVBGEJ7F/state.json","well_known_bundle":"https://pith.science/.well-known/pith/J6O6IZAPDBFCUXMI25AVBGEJ7F/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:J6O6IZAPDBFCUXMI25AVBGEJ7F","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":"e63c71690c980c0a05ed5634778f2f4af947429aa7321dd8983baef13038cc39","cross_cats_sorted":["stat.AP"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ME","submitted_at":"2023-10-10T06:51:38Z","title_canon_sha256":"4cfc27ad9d3575fd010eb29b9f06fa3779dfad6047adb884fd62454335564693"},"schema_version":"1.0","source":{"id":"2310.06357","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.06357","created_at":"2026-07-05T06:59:10Z"},{"alias_kind":"arxiv_version","alias_value":"2310.06357v1","created_at":"2026-07-05T06:59:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.06357","created_at":"2026-07-05T06:59:10Z"},{"alias_kind":"pith_short_12","alias_value":"J6O6IZAPDBFC","created_at":"2026-07-05T06:59:10Z"},{"alias_kind":"pith_short_16","alias_value":"J6O6IZAPDBFCUXMI","created_at":"2026-07-05T06:59:10Z"},{"alias_kind":"pith_short_8","alias_value":"J6O6IZAP","created_at":"2026-07-05T06:59:10Z"}],"graph_snapshots":[{"event_id":"sha256:26cadd1bbe5c28bb9167589bc56d91fa8a9e2f597e576aaa352fa9da73f225ab","target":"graph","created_at":"2026-07-05T06:59:10Z","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/2310.06357/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"False discovery rate (FDR) is a commonly used criterion in multiple testing and the Benjamini-Hochberg (BH) procedure is arguably the most popular approach with FDR guarantee. To improve power, the adaptive BH procedure has been proposed by incorporating various null proportion estimators, among which Storey's estimator has gained substantial popularity. The performance of Storey's estimator hinges on a critical hyper-parameter, where a pre-fixed configuration lacks power and existing data-driven hyper-parameters compromise the FDR control. In this work, we propose a novel class of adaptive hy","authors_text":"Zijun Gao","cross_cats":["stat.AP"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ME","submitted_at":"2023-10-10T06:51:38Z","title":"Adaptive Storey's null proportion estimator"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.06357","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":"sha256:4f7908e2771698970be6dccc234af4793de8ee3f213d930e4226b6693ef89826","target":"record","created_at":"2026-07-05T06:59:10Z","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":"e63c71690c980c0a05ed5634778f2f4af947429aa7321dd8983baef13038cc39","cross_cats_sorted":["stat.AP"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ME","submitted_at":"2023-10-10T06:51:38Z","title_canon_sha256":"4cfc27ad9d3575fd010eb29b9f06fa3779dfad6047adb884fd62454335564693"},"schema_version":"1.0","source":{"id":"2310.06357","kind":"arxiv","version":1}},"canonical_sha256":"4f9de4640f184a2a5d88d741509889f949ad7cc746bacb79ff543ba3d0e3cdb5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4f9de4640f184a2a5d88d741509889f949ad7cc746bacb79ff543ba3d0e3cdb5","first_computed_at":"2026-07-05T06:59:10.123227Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:59:10.123227Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"1zEnjV5nI+WSKWQK5GVbsmrz0qDabbFexAmwvUK1Z/HeSwMjUakHzmHvJ/yslcyZrRSfp/PGZ/11wPbfPnaTCw==","signature_status":"signed_v1","signed_at":"2026-07-05T06:59:10.123629Z","signed_message":"canonical_sha256_bytes"},"source_id":"2310.06357","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4f7908e2771698970be6dccc234af4793de8ee3f213d930e4226b6693ef89826","sha256:26cadd1bbe5c28bb9167589bc56d91fa8a9e2f597e576aaa352fa9da73f225ab"],"state_sha256":"a49aa2a1f1bd2fc0c70b613f1cf1d233756105ee991f09359ebeee538912ab8d"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"IydEk6NC812KPbSSqOuYHGiU2I3fLy5lCeLwelmrMPbzrkT5nV6H3nAXvsEBpT86UbhNcQdXFsScdM3NeRCrDw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-14T09:55:39.942872Z","bundle_sha256":"83fdd8129d7e15bd4b2a57788794953b174e521b7b0fba2db3300f9f0ab22187"}}