{"schema_version":"papers/paper-detail-v1","title":"FedDAP: Domain-Aware Prototype Learning for Federated Learning under Domain Shift","surface":"papers","opportunity_kernel":{"paper_id":"238dc6a9-3309-4ee9-b769-8961add81927","title":"FedDAP: Domain-Aware Prototype Learning for Federated Learning under Domain Shift","authors":["Huy Q. Le","Loc X. Nguyen","Yu Qiao","Seong Tae Kim","Eui-Nam Huh","Choong Seon Hong"],"arxiv_id":"2604.06795v1","doi":null,"published_at":"2026-04-08T08:08:33.000Z","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":"2026-04-09T16:02:45.357Z","fresh_until":"2026-05-09T16:02:45.357Z","is_stale":true,"source_count":1,"missingness":[]},"technical":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No persisted technical score source was available; marked low confidence.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-09T20:33:17.215Z","fresh_until":"2026-04-23T20:33:17.215Z","is_stale":true,"source_count":0,"missingness":["reproducibility_results.reproducibility_score","deployability_scores.score","paper_extraction_scorecards.reconstruction_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":"2026-04-09T16:02:45.357Z","fresh_until":"2026-05-09T16:02:45.357Z","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":"2026-04-10T00:14:47.597Z","fresh_until":"2026-04-24T00:14:47.597Z","is_stale":true,"source_count":1,"missingness":[]},"team":{"value":6.2,"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":"2026-04-09T16:02:45.357Z","fresh_until":"2026-04-23T16:02:45.357Z","is_stale":true,"source_count":2,"missingness":[]},"methodology":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No persisted methodology score source was available; marked low confidence.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-09T16:02:45.357Z","fresh_until":"2026-05-09T16:02:45.357Z","is_stale":true,"source_count":0,"missingness":["paper_extraction_scorecards.total_score","paper_extraction_scorecards.standard_extraction_score"]}},"evidence_receipt":{"freshness":"stale","proof_status":"unverified","repo_status":"active","references_count":44,"source_count":4,"coverage":0.8333,"missingness":["paper_extraction_scorecards"],"unresolved_unknowns":[],"last_verification_at":"2026-04-09T20:33:17.215Z"},"lineage_hash":"a2695ba566baebb28d559a1490d7d72c568672c711d32111293f2bbe3b89b15a"},"distribution":null,"replication_evidence":[],"author_dna":[]}