{"schema_version":"papers/paper-detail-v1","title":"A Generalized Singular Value Theory for Neural Networks","surface":"papers","opportunity_kernel":{"paper_id":"fa606616-b3e5-4c46-a7ed-bb2ec4108e5f","title":"A Generalized Singular Value Theory for Neural Networks","authors":["Brian Charles Brown","Robert Bridges","David Grimsman","Mauricio Munoz","Sean Warnick"],"arxiv_id":"2605.06938v1","doi":null,"published_at":"2026-05-07T20:55:14.000Z","score_object":{"overall":{"value":3,"scale":"0-10","confidence":0.85,"confidence_reason":"Backfilled from persisted papers.viability_score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-11T20:20:28.029Z","fresh_until":"2026-06-10T20:20:28.029Z","is_stale":false,"source_count":1,"missingness":[]},"technical":{"value":1.4,"scale":"0-10","confidence":0.55,"confidence_reason":"Backfilled from paper_extraction_scorecards.reconstruction_score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-11T20:21:36.838Z","fresh_until":"2026-05-25T20:21:36.838Z","is_stale":true,"source_count":1,"missingness":["reproducibility_results.reproducibility_score","deployability_scores.score"]},"commercial":{"value":0,"scale":"0-10","confidence":0.75,"confidence_reason":"Backfilled from persisted commercial_flags and repo availability.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-11T20:20:28.029Z","fresh_until":"2026-06-10T20:20:28.029Z","is_stale":false,"source_count":1,"missingness":[]},"market":{"value":1,"scale":"0-10","confidence":0.45,"confidence_reason":"Heuristic market score materialized from paper metadata, repo availability, and deployability.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-11T20:51:15.578Z","fresh_until":"2026-05-25T20:51:15.578Z","is_stale":true,"source_count":1,"missingness":[]},"team":{"value":4.9,"scale":"0-10","confidence":0.42,"confidence_reason":"Heuristic fallback from paper author count and extracted affiliations.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-11T20:20:28.029Z","fresh_until":"2026-05-25T20:20:28.029Z","is_stale":true,"source_count":2,"missingness":[]},"methodology":{"value":3.9,"scale":"0-10","confidence":0.82,"confidence_reason":"Backfilled from paper_extraction_scorecards.total_score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-11T20:21:36.838Z","fresh_until":"2026-06-10T20:21:36.838Z","is_stale":false,"source_count":2,"missingness":[]}},"evidence_receipt":{"freshness":"stale","proof_status":"unverified","repo_status":"missing","references_count":0,"source_count":3,"coverage":0.5,"missingness":["repo_url","references","proof_status"],"unresolved_unknowns":["proof verification has not been recorded yet"],"last_verification_at":"2026-05-11T20:51:15.578Z"},"lineage_hash":"3099880890533c5ddc26b4b480055120fc7ad462e0665fc27770b9745a8295f2"},"distribution":null,"replication_evidence":[],"author_dna":[]}