{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2014:3HAUL245ZRH6RUMWFGBCXFS6YP","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":"5a7c2210ee6bcec54993f28471886db2c9ace957ef6953054ced37ec5d496b13","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2014-08-25T15:44:05Z","title_canon_sha256":"b7e3635bced0ceedb319d596a7771c8ee0ace3b9ae632eab14df5bc66a99b9ca"},"schema_version":"1.0","source":{"id":"1408.5810","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1408.5810","created_at":"2026-05-18T02:31:20Z"},{"alias_kind":"arxiv_version","alias_value":"1408.5810v2","created_at":"2026-05-18T02:31:20Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1408.5810","created_at":"2026-05-18T02:31:20Z"},{"alias_kind":"pith_short_12","alias_value":"3HAUL245ZRH6","created_at":"2026-05-18T12:28:11Z"},{"alias_kind":"pith_short_16","alias_value":"3HAUL245ZRH6RUMW","created_at":"2026-05-18T12:28:11Z"},{"alias_kind":"pith_short_8","alias_value":"3HAUL245","created_at":"2026-05-18T12:28:11Z"}],"graph_snapshots":[{"event_id":"sha256:1bc58f2fd403749fe9c0eff774fa5b0fb580354865e68745375558b1f2dc8738","target":"graph","created_at":"2026-05-18T02:31:20Z","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":"This paper introduces Kernel-based Information Criterion (KIC) for model selection in regression analysis. The novel kernel-based complexity measure in KIC efficiently computes the interdependency between parameters of the model using a variable-wise variance and yields selection of better, more robust regressors. Experimental results show superior performance on both simulated and real data sets compared to Leave-One-Out Cross-Validation (LOOCV), kernel-based Information Complexity (ICOMP), and maximum log of marginal likelihood in Gaussian Process Regression (GPR).","authors_text":"Faustino Gomez, Kenji Fukumizu, Somayeh Danafar","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2014-08-25T15:44:05Z","title":"Kernel-based Information Criterion"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1408.5810","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":"sha256:7422ad8638c5f64340e61bc6047a9c53527ec081527fa5e4d9726bf81ad262cd","target":"record","created_at":"2026-05-18T02:31:20Z","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":"5a7c2210ee6bcec54993f28471886db2c9ace957ef6953054ced37ec5d496b13","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2014-08-25T15:44:05Z","title_canon_sha256":"b7e3635bced0ceedb319d596a7771c8ee0ace3b9ae632eab14df5bc66a99b9ca"},"schema_version":"1.0","source":{"id":"1408.5810","kind":"arxiv","version":2}},"canonical_sha256":"d9c145eb9dcc4fe8d19629822b965ec3c850a24e1a1190024f7c69870e58055d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d9c145eb9dcc4fe8d19629822b965ec3c850a24e1a1190024f7c69870e58055d","first_computed_at":"2026-05-18T02:31:20.698634Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T02:31:20.698634Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"eDaiuBgreiWL9wkW/nhpI7y94W3tf/bq0MlbsQJzxypSW6x+FKCRbIojyiTUiq+7jghBNP3hv8OgqNUgmmMLCQ==","signature_status":"signed_v1","signed_at":"2026-05-18T02:31:20.699278Z","signed_message":"canonical_sha256_bytes"},"source_id":"1408.5810","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7422ad8638c5f64340e61bc6047a9c53527ec081527fa5e4d9726bf81ad262cd","sha256:1bc58f2fd403749fe9c0eff774fa5b0fb580354865e68745375558b1f2dc8738"],"state_sha256":"a5fbcd033feaacf3f92df70aebde495b73a845c7aeeeba9e1c9b21e74109fa2b"}