{"schema_version":"papers/paper-detail-v1","title":"PrivFedTalk: Privacy-Aware Federated Diffusion with Identity-Stable Adapters for Personalized Talking-Head Generation","surface":"papers","opportunity_kernel":{"paper_id":"5013b4d9-bd7b-4f2d-a0db-c737dec97a82","title":"PrivFedTalk: Privacy-Aware Federated Diffusion with Identity-Stable Adapters for Personalized Talking-Head Generation","authors":["Soumya Mazumdar","Vineet Kumar Rakesh","Tapas Samanta"],"arxiv_id":"2604.08037v1","doi":null,"published_at":"2026-04-09T09:41:30.000Z","score_object":{"overall":{"value":7,"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":"2026-04-10T17:22:37.852Z","fresh_until":"2026-05-10T17:22:37.852Z","is_stale":true,"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":"2026-04-10T20:18:29.121Z","fresh_until":"2026-04-24T20:18:29.121Z","is_stale":true,"source_count":1,"missingness":["reproducibility_results.reproducibility_score","deployability_scores.score"]},"commercial":{"value":5,"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":"2026-04-10T17:22:37.852Z","fresh_until":"2026-05-10T17:22:37.852Z","is_stale":true,"source_count":2,"missingness":[]},"market":{"value":5.5,"scale":"0-10","confidence":0.8,"confidence_reason":"Backfilled from distribution_readiness_scores.score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-10T17:39:12.301Z","fresh_until":"2026-04-24T17:39:12.301Z","is_stale":true,"source_count":1,"missingness":[]},"team":{"value":5.3,"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":"2026-04-10T17:22:37.852Z","fresh_until":"2026-04-24T17:22:37.852Z","is_stale":true,"source_count":2,"missingness":[]},"methodology":{"value":4.7,"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":"2026-04-10T17:24:15.491Z","fresh_until":"2026-05-10T17:24:15.491Z","is_stale":true,"source_count":2,"missingness":[]}},"evidence_receipt":{"freshness":"stale","proof_status":"partial","repo_status":"active","references_count":0,"source_count":4,"coverage":0.8333,"missingness":["references"],"unresolved_unknowns":[],"last_verification_at":"2026-04-10T20:18:29.121Z"},"lineage_hash":"9c9ecb220ad6fab6ace8d68f5918ec6de06337c6536fbde1de985165556aac41"},"distribution":null,"replication_evidence":[],"author_dna":[]}