{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:MDR65RNEMGLEDR7LHYMHOZRJVX","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":"a29efef6e137dc27da3124441e00f7147db92c76dc74a9b5c1f50b48d4aa6510","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ML","submitted_at":"2026-02-25T01:10:45Z","title_canon_sha256":"a224b8754f4ca3cf4070e1f9c9d045792659eee20d091a27af45288efa58965a"},"schema_version":"1.0","source":{"id":"2602.21479","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2602.21479","created_at":"2026-05-26T01:03:26Z"},{"alias_kind":"arxiv_version","alias_value":"2602.21479v2","created_at":"2026-05-26T01:03:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2602.21479","created_at":"2026-05-26T01:03:26Z"},{"alias_kind":"pith_short_12","alias_value":"MDR65RNEMGLE","created_at":"2026-05-26T01:03:26Z"},{"alias_kind":"pith_short_16","alias_value":"MDR65RNEMGLEDR7L","created_at":"2026-05-26T01:03:26Z"},{"alias_kind":"pith_short_8","alias_value":"MDR65RNE","created_at":"2026-05-26T01:03:26Z"}],"graph_snapshots":[{"event_id":"sha256:e5c0eab13e3b8707bdf5fccb14ec6b244019502590a0ca058bba7727a9e9468d","target":"graph","created_at":"2026-05-26T01:03:26Z","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/2602.21479/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Across many risk-sensitive areas, it is critical to continuously audit machine learning systems as we receive more data to quickly determine if they are performing as designed. This auditing task can be modeled as a sequential hypothesis testing problem with $k$ data streams and a global null hypothesis that asserts the system operates as intended across all $k$ streams. Under the alternative, the standard global sequential test, which uses a Bonferroni correction, has an expected stopping time of $O\\left(\\ln \\frac{k}{\\alpha}\\right)$ for large $k$ and significance level $\\alpha$. In this work,","authors_text":"Ambar Pal, Beepul Bharti, Jeremias Sulam","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ML","submitted_at":"2026-02-25T01:10:45Z","title":"Global Sequential Testing for Multi-Stream Auditing"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2602.21479","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":"sha256:2c4712cf4ec2d0eed72bf723030f41d3d79a897fa8a58d9a3e39a4795dd1ef46","target":"record","created_at":"2026-05-26T01:03:26Z","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":"a29efef6e137dc27da3124441e00f7147db92c76dc74a9b5c1f50b48d4aa6510","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ML","submitted_at":"2026-02-25T01:10:45Z","title_canon_sha256":"a224b8754f4ca3cf4070e1f9c9d045792659eee20d091a27af45288efa58965a"},"schema_version":"1.0","source":{"id":"2602.21479","kind":"arxiv","version":2}},"canonical_sha256":"60e3eec5a4619641c7eb3e18776629adfbbe06de37b37baf9fe15bd5fc3609c2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"60e3eec5a4619641c7eb3e18776629adfbbe06de37b37baf9fe15bd5fc3609c2","first_computed_at":"2026-05-26T01:03:26.267647Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-26T01:03:26.267647Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"aNTbIOX4eeRjeWzXFLR02S7/FzetFyCRwk+r9/cbKK5CUkLl7//iUdLlPzRw+90JA9+5deTcgohWbfs1RjfIBQ==","signature_status":"signed_v1","signed_at":"2026-05-26T01:03:26.268468Z","signed_message":"canonical_sha256_bytes"},"source_id":"2602.21479","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2c4712cf4ec2d0eed72bf723030f41d3d79a897fa8a58d9a3e39a4795dd1ef46","sha256:e5c0eab13e3b8707bdf5fccb14ec6b244019502590a0ca058bba7727a9e9468d"],"state_sha256":"3e824e6cd8fa964e675476eb6c162ad49813f1f04e2bf5cc79d0b5c2321ca517"}