{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2015:WXXL6MBHWO4JVG472NMJDQJGSE","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":"2d75b222ece4e140ae1a483b98b8753ebb568f4766dbf3169c9de589d5061abd","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.data-an","submitted_at":"2015-06-19T00:39:43Z","title_canon_sha256":"76729339a0dca5e54dccff79065e12c5e744d4278bd3063ecd210469d41e54a7"},"schema_version":"1.0","source":{"id":"1506.06129","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1506.06129","created_at":"2026-05-18T01:41:58Z"},{"alias_kind":"arxiv_version","alias_value":"1506.06129v1","created_at":"2026-05-18T01:41:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1506.06129","created_at":"2026-05-18T01:41:58Z"},{"alias_kind":"pith_short_12","alias_value":"WXXL6MBHWO4J","created_at":"2026-05-18T12:29:47Z"},{"alias_kind":"pith_short_16","alias_value":"WXXL6MBHWO4JVG47","created_at":"2026-05-18T12:29:47Z"},{"alias_kind":"pith_short_8","alias_value":"WXXL6MBH","created_at":"2026-05-18T12:29:47Z"}],"graph_snapshots":[{"event_id":"sha256:c0aa63de136b0c6a78280c78ed5c9509365e33228e3feff80fa6e46757cb9f6d","target":"graph","created_at":"2026-05-18T01:41:58Z","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 have recently proposed a new information-based approach to model selection, the Frequentist Information Criterion (FIC), that reconciles information-based and frequentist inference. The purpose of this current paper is to provide a simple example of the application of this criterion and a demonstration of the natural emergence of model complexities with both AIC-like ($N^0$) and BIC-like ($\\log N$) scaling with observation number $N$. The application developed is deliberately simplified to make the analysis analytically tractable.","authors_text":"Paul A. Wiggins","cross_cats":["cs.LG","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.data-an","submitted_at":"2015-06-19T00:39:43Z","title":"A simple application of FIC to model selection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1506.06129","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":"sha256:2891bcfa550280d27ac85a8af2e5a189717e283e775f0e4597e0db4b692f0337","target":"record","created_at":"2026-05-18T01:41:58Z","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":"2d75b222ece4e140ae1a483b98b8753ebb568f4766dbf3169c9de589d5061abd","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.data-an","submitted_at":"2015-06-19T00:39:43Z","title_canon_sha256":"76729339a0dca5e54dccff79065e12c5e744d4278bd3063ecd210469d41e54a7"},"schema_version":"1.0","source":{"id":"1506.06129","kind":"arxiv","version":1}},"canonical_sha256":"b5eebf3027b3b89a9b9fd35891c1269108eed2cb3fafaf2bc58cd53515553284","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b5eebf3027b3b89a9b9fd35891c1269108eed2cb3fafaf2bc58cd53515553284","first_computed_at":"2026-05-18T01:41:58.643338Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T01:41:58.643338Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"lmXYJbrE0G3wExBWjIGEZWv30SeXxZ6mAVdV3RjeKDbYnpX9g8ytWwudkO8lY2zcUxTmul2SEjTXR+u/wnYgBQ==","signature_status":"signed_v1","signed_at":"2026-05-18T01:41:58.643806Z","signed_message":"canonical_sha256_bytes"},"source_id":"1506.06129","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2891bcfa550280d27ac85a8af2e5a189717e283e775f0e4597e0db4b692f0337","sha256:c0aa63de136b0c6a78280c78ed5c9509365e33228e3feff80fa6e46757cb9f6d"],"state_sha256":"a3c0ef3fbeb379dee7b74a3570ee9506f1d81f8de3ad21d16cf1a5933aa11657"}