{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2013:VVCC54HGG57LTCD2E4L57P3VBC","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":"2f1be5e15561e1b2620bf239579ef40171eb7408208f39f16f64e927444a13c9","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2013-02-02T17:20:47Z","title_canon_sha256":"2118293fe4089dc637ff33b678dacd06e8361ddd94f7164c75198927ee687b8a"},"schema_version":"1.0","source":{"id":"1302.0406","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1302.0406","created_at":"2026-05-18T03:34:37Z"},{"alias_kind":"arxiv_version","alias_value":"1302.0406v1","created_at":"2026-05-18T03:34:37Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1302.0406","created_at":"2026-05-18T03:34:37Z"},{"alias_kind":"pith_short_12","alias_value":"VVCC54HGG57L","created_at":"2026-05-18T12:28:04Z"},{"alias_kind":"pith_short_16","alias_value":"VVCC54HGG57LTCD2","created_at":"2026-05-18T12:28:04Z"},{"alias_kind":"pith_short_8","alias_value":"VVCC54HG","created_at":"2026-05-18T12:28:04Z"}],"graph_snapshots":[{"event_id":"sha256:f3e47d5004c502c4da1f3aaea5ffe54139409d3b761bffc243d111f1ceb93a17","target":"graph","created_at":"2026-05-18T03:34:37Z","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 present generalization bounds for the TS-MKL framework for two stage multiple kernel learning. We also present bounds for sparse kernel learning formulations within the TS-MKL framework.","authors_text":"Purushottam Kar","cross_cats":["stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2013-02-02T17:20:47Z","title":"Generalization Guarantees for a Binary Classification Framework for Two-Stage Multiple Kernel Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1302.0406","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:c94f2fb00d5c52b6aa3e55dc2e4a2f28bf22f6e6ef5644fe05116ba5d94e0011","target":"record","created_at":"2026-05-18T03:34:37Z","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":"2f1be5e15561e1b2620bf239579ef40171eb7408208f39f16f64e927444a13c9","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2013-02-02T17:20:47Z","title_canon_sha256":"2118293fe4089dc637ff33b678dacd06e8361ddd94f7164c75198927ee687b8a"},"schema_version":"1.0","source":{"id":"1302.0406","kind":"arxiv","version":1}},"canonical_sha256":"ad442ef0e6377eb9887a2717dfbf7508b269e91ba464d1e51a38458e47eda134","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ad442ef0e6377eb9887a2717dfbf7508b269e91ba464d1e51a38458e47eda134","first_computed_at":"2026-05-18T03:34:37.238250Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T03:34:37.238250Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"DPGeubKOx8EsPn1Ojr1XRWunEEo7bjv14a1B93Be+0WxdrcHVV8IJQQLXIKlVJo/K5FzFQwPBeylu87CSlkqCw==","signature_status":"signed_v1","signed_at":"2026-05-18T03:34:37.238910Z","signed_message":"canonical_sha256_bytes"},"source_id":"1302.0406","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c94f2fb00d5c52b6aa3e55dc2e4a2f28bf22f6e6ef5644fe05116ba5d94e0011","sha256:f3e47d5004c502c4da1f3aaea5ffe54139409d3b761bffc243d111f1ceb93a17"],"state_sha256":"31e639024c71ef775c90998f12c6f013457458eca641208b8118a8de3254adf7"}