{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2014:SHKDLWIM3R5ENH7Y7G3UN5CBX3","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":"c4ed42eb0c372af62f36a1202fb0e3b511f186055249c93df58c84d273d56a65","cross_cats_sorted":["cs.CC","cs.DS"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2014-02-20T22:41:39Z","title_canon_sha256":"8220573213862a5c4130d057e4a1bcb1b7336053c707d2c9ef3467a1c1787a25"},"schema_version":"1.0","source":{"id":"1402.5164","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1402.5164","created_at":"2026-05-18T02:58:21Z"},{"alias_kind":"arxiv_version","alias_value":"1402.5164v1","created_at":"2026-05-18T02:58:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1402.5164","created_at":"2026-05-18T02:58:21Z"},{"alias_kind":"pith_short_12","alias_value":"SHKDLWIM3R5E","created_at":"2026-05-18T12:28:49Z"},{"alias_kind":"pith_short_16","alias_value":"SHKDLWIM3R5ENH7Y","created_at":"2026-05-18T12:28:49Z"},{"alias_kind":"pith_short_8","alias_value":"SHKDLWIM","created_at":"2026-05-18T12:28:49Z"}],"graph_snapshots":[{"event_id":"sha256:834c26cdafde669f96a1e02c9f83b5a5a74e278fb474a5128977e117caa55ddb","target":"graph","created_at":"2026-05-18T02:58:21Z","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":"We study several questions in the reliable agnostic learning framework of Kalai et al. (2009), which captures learning tasks in which one type of error is costlier than others. A positive reliable classifier is one that makes no false positive errors. The goal in the positive reliable agnostic framework is to output a hypothesis with the following properties: (i) its false positive error rate is at most $\\epsilon$, (ii) its false negative error rate is at most $\\epsilon$ more than that of the best positive reliable classifier from the class. A closely related notion is fully reliable agnostic ","authors_text":"Justin Thaler, Varun Kanade","cross_cats":["cs.CC","cs.DS"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2014-02-20T22:41:39Z","title":"Distribution-Independent Reliable Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1402.5164","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":"sha256:1825b43682b99abbcc59d03388323f6e9ebf9f43a8ab5f4fcb060478979a2b09","target":"record","created_at":"2026-05-18T02:58:21Z","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":"c4ed42eb0c372af62f36a1202fb0e3b511f186055249c93df58c84d273d56a65","cross_cats_sorted":["cs.CC","cs.DS"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2014-02-20T22:41:39Z","title_canon_sha256":"8220573213862a5c4130d057e4a1bcb1b7336053c707d2c9ef3467a1c1787a25"},"schema_version":"1.0","source":{"id":"1402.5164","kind":"arxiv","version":1}},"canonical_sha256":"91d435d90cdc7a469ff8f9b746f441bef494742f2d3fb9b904f60f14e3106d17","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"91d435d90cdc7a469ff8f9b746f441bef494742f2d3fb9b904f60f14e3106d17","first_computed_at":"2026-05-18T02:58:21.178532Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T02:58:21.178532Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"arx4jYwq8IfzNMPR1gzRPp+KrbzIo4fuKw6aah97LyqjXxNH3JF79h94rVbmCtwTJF4S1x7koFLP0NBGOIWnAQ==","signature_status":"signed_v1","signed_at":"2026-05-18T02:58:21.179082Z","signed_message":"canonical_sha256_bytes"},"source_id":"1402.5164","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1825b43682b99abbcc59d03388323f6e9ebf9f43a8ab5f4fcb060478979a2b09","sha256:834c26cdafde669f96a1e02c9f83b5a5a74e278fb474a5128977e117caa55ddb"],"state_sha256":"c49c2b625f0c846084792ee2168097204c50befc76608e75e03522fe0c334974"}