{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2020:GXPHWG5B77VQV3CQJADWO5UONC","short_pith_number":"pith:GXPHWG5B","canonical_record":{"source":{"id":"2002.10399","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2020-02-24T17:34:49Z","cross_cats_sorted":["cs.LG","stat.ML"],"title_canon_sha256":"d3dd6fbce7b6a23cf591b9d5c90018c355aad848b4a020caa732d0254ad1f174","abstract_canon_sha256":"b00bcdc8f60ec43cdf059ce85fdeeef22be132b4062dfaf528e6df095b409fcf"},"schema_version":"1.0"},"canonical_sha256":"35de7b1ba1ffeb0aec50480767768e6885cd59670854d3ad5b6117c1244ecd98","source":{"kind":"arxiv","id":"2002.10399","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2002.10399","created_at":"2026-07-05T01:58:29Z"},{"alias_kind":"arxiv_version","alias_value":"2002.10399v2","created_at":"2026-07-05T01:58:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2002.10399","created_at":"2026-07-05T01:58:29Z"},{"alias_kind":"pith_short_12","alias_value":"GXPHWG5B77VQ","created_at":"2026-07-05T01:58:29Z"},{"alias_kind":"pith_short_16","alias_value":"GXPHWG5B77VQV3CQ","created_at":"2026-07-05T01:58:29Z"},{"alias_kind":"pith_short_8","alias_value":"GXPHWG5B","created_at":"2026-07-05T01:58:29Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2020:GXPHWG5B77VQV3CQJADWO5UONC","target":"record","payload":{"canonical_record":{"source":{"id":"2002.10399","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2020-02-24T17:34:49Z","cross_cats_sorted":["cs.LG","stat.ML"],"title_canon_sha256":"d3dd6fbce7b6a23cf591b9d5c90018c355aad848b4a020caa732d0254ad1f174","abstract_canon_sha256":"b00bcdc8f60ec43cdf059ce85fdeeef22be132b4062dfaf528e6df095b409fcf"},"schema_version":"1.0"},"canonical_sha256":"35de7b1ba1ffeb0aec50480767768e6885cd59670854d3ad5b6117c1244ecd98","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T01:58:29.855043Z","signature_b64":"7DwnrDm+QPFo9CGuEXAd5IYxCzEovMkhl/9q5XlUhEOH/JhUNQAWjU/4dAQVEJ1w8OLdspNIdIBk9ON7+EsOCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"35de7b1ba1ffeb0aec50480767768e6885cd59670854d3ad5b6117c1244ecd98","last_reissued_at":"2026-07-05T01:58:29.854650Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T01:58:29.854650Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2002.10399","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":"2026-07-05T01:58:29Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"0wzBveqG4PXZc0s4wVtlnc9+8PFkVtCbjLYyUe3lv94r2z+ewLwflVbztTzIWsnecIAwSzMUa17ZQEPVSxUIDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T13:47:46.682418Z"},"content_sha256":"de5f67aa2c60ec89f12c9f1622057b581ff7c71694d622ec6d8a70636057d3ce","schema_version":"1.0","event_id":"sha256:de5f67aa2c60ec89f12c9f1622057b581ff7c71694d622ec6d8a70636057d3ce"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2020:GXPHWG5B77VQV3CQJADWO5UONC","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Confidence Sets and Hypothesis Testing in a Likelihood-Free Inference Setting","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG","stat.ML"],"primary_cat":"stat.ME","authors_text":"Ann B. Lee, Niccol\\`o Dalmasso, Rafael Izbicki","submitted_at":"2020-02-24T17:34:49Z","abstract_excerpt":"Parameter estimation, statistical tests and confidence sets are the cornerstones of classical statistics that allow scientists to make inferences about the underlying process that generated the observed data. A key question is whether one can still construct hypothesis tests and confidence sets with proper coverage and high power in a so-called likelihood-free inference (LFI) setting; that is, a setting where the likelihood is not explicitly known but one can forward-simulate observable data according to a stochastic model. In this paper, we present $\\texttt{ACORE}$ (Approximate Computation vi"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2002.10399","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/2002.10399/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":"2026-07-05T01:58:29Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"EmzHzSPRgo3lu41yastaxwPKTzNiY5nVOM42GaG+R5f+X7S+EAhfJ8kXnpeI5SrKtvROaSmjG6W1oMXPcYCJCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T13:47:46.682795Z"},"content_sha256":"9d6de839bebf8945e6031f42ca0fb487a9e614ae92d1113d81a34f2a84b97636","schema_version":"1.0","event_id":"sha256:9d6de839bebf8945e6031f42ca0fb487a9e614ae92d1113d81a34f2a84b97636"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/GXPHWG5B77VQV3CQJADWO5UONC/bundle.json","state_url":"https://pith.science/pith/GXPHWG5B77VQV3CQJADWO5UONC/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/GXPHWG5B77VQV3CQJADWO5UONC/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":"2026-07-07T13:47:46Z","links":{"resolver":"https://pith.science/pith/GXPHWG5B77VQV3CQJADWO5UONC","bundle":"https://pith.science/pith/GXPHWG5B77VQV3CQJADWO5UONC/bundle.json","state":"https://pith.science/pith/GXPHWG5B77VQV3CQJADWO5UONC/state.json","well_known_bundle":"https://pith.science/.well-known/pith/GXPHWG5B77VQV3CQJADWO5UONC/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:GXPHWG5B77VQV3CQJADWO5UONC","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":"b00bcdc8f60ec43cdf059ce85fdeeef22be132b4062dfaf528e6df095b409fcf","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2020-02-24T17:34:49Z","title_canon_sha256":"d3dd6fbce7b6a23cf591b9d5c90018c355aad848b4a020caa732d0254ad1f174"},"schema_version":"1.0","source":{"id":"2002.10399","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2002.10399","created_at":"2026-07-05T01:58:29Z"},{"alias_kind":"arxiv_version","alias_value":"2002.10399v2","created_at":"2026-07-05T01:58:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2002.10399","created_at":"2026-07-05T01:58:29Z"},{"alias_kind":"pith_short_12","alias_value":"GXPHWG5B77VQ","created_at":"2026-07-05T01:58:29Z"},{"alias_kind":"pith_short_16","alias_value":"GXPHWG5B77VQV3CQ","created_at":"2026-07-05T01:58:29Z"},{"alias_kind":"pith_short_8","alias_value":"GXPHWG5B","created_at":"2026-07-05T01:58:29Z"}],"graph_snapshots":[{"event_id":"sha256:9d6de839bebf8945e6031f42ca0fb487a9e614ae92d1113d81a34f2a84b97636","target":"graph","created_at":"2026-07-05T01:58:29Z","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/2002.10399/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Parameter estimation, statistical tests and confidence sets are the cornerstones of classical statistics that allow scientists to make inferences about the underlying process that generated the observed data. A key question is whether one can still construct hypothesis tests and confidence sets with proper coverage and high power in a so-called likelihood-free inference (LFI) setting; that is, a setting where the likelihood is not explicitly known but one can forward-simulate observable data according to a stochastic model. In this paper, we present $\\texttt{ACORE}$ (Approximate Computation vi","authors_text":"Ann B. Lee, Niccol\\`o Dalmasso, Rafael Izbicki","cross_cats":["cs.LG","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2020-02-24T17:34:49Z","title":"Confidence Sets and Hypothesis Testing in a Likelihood-Free Inference Setting"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2002.10399","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:de5f67aa2c60ec89f12c9f1622057b581ff7c71694d622ec6d8a70636057d3ce","target":"record","created_at":"2026-07-05T01:58:29Z","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":"b00bcdc8f60ec43cdf059ce85fdeeef22be132b4062dfaf528e6df095b409fcf","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2020-02-24T17:34:49Z","title_canon_sha256":"d3dd6fbce7b6a23cf591b9d5c90018c355aad848b4a020caa732d0254ad1f174"},"schema_version":"1.0","source":{"id":"2002.10399","kind":"arxiv","version":2}},"canonical_sha256":"35de7b1ba1ffeb0aec50480767768e6885cd59670854d3ad5b6117c1244ecd98","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"35de7b1ba1ffeb0aec50480767768e6885cd59670854d3ad5b6117c1244ecd98","first_computed_at":"2026-07-05T01:58:29.854650Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:58:29.854650Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"7DwnrDm+QPFo9CGuEXAd5IYxCzEovMkhl/9q5XlUhEOH/JhUNQAWjU/4dAQVEJ1w8OLdspNIdIBk9ON7+EsOCw==","signature_status":"signed_v1","signed_at":"2026-07-05T01:58:29.855043Z","signed_message":"canonical_sha256_bytes"},"source_id":"2002.10399","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:de5f67aa2c60ec89f12c9f1622057b581ff7c71694d622ec6d8a70636057d3ce","sha256:9d6de839bebf8945e6031f42ca0fb487a9e614ae92d1113d81a34f2a84b97636"],"state_sha256":"f303443c5244d9e434dc29cd86af9b8aa40951fdbec6933e5278f04698019b99"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"fKBhSZCZJGmEjlFRj6vPl/6dM7cRzOLNgLZ25LjqNfWeSfLtvl8cI2AJGHHk/Ytqe8/DqqgEiyNerDzoIZt6DA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-07T13:47:46.684721Z","bundle_sha256":"1a56bfdf8aaba5b2570c71b215ec7580b5483bfaf01b196d9747d35330cd657d"}}