{"schema_version":"papers/paper-detail-v1","title":"Neighbourhood Transformer: Switchable Attention for Monophily-Aware Graph Learning","surface":"papers","opportunity_kernel":{"paper_id":"5ba2ba19-34a9-4bf7-a6d9-98de763296ca","title":"Neighbourhood Transformer: Switchable Attention for Monophily-Aware Graph Learning","authors":["Yi Luo","Xu Sun","Guangchun Luo","Aiguo Chen"],"arxiv_id":"2604.08980v1","doi":null,"published_at":"2026-04-10T05:35:21.000Z","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":"2026-04-13T20:09:51.034Z","fresh_until":"2026-05-13T20:09:51.034Z","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":"2026-04-13T20:33:12.262Z","fresh_until":"2026-04-27T20:33:12.262Z","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":"2026-04-13T20:09:51.034Z","fresh_until":"2026-05-13T20:09:51.034Z","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":"2026-04-13T20:24:28.250Z","fresh_until":"2026-04-27T20:24:28.250Z","is_stale":true,"source_count":1,"missingness":[]},"team":{"value":4.35,"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":"2026-04-13T20:09:51.034Z","fresh_until":"2026-04-27T20:09:51.034Z","is_stale":true,"source_count":2,"missingness":[]},"methodology":{"value":4.3,"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":"2026-04-13T20:10:55.853Z","fresh_until":"2026-05-13T20:10:55.853Z","is_stale":true,"source_count":2,"missingness":[]}},"evidence_receipt":{"freshness":"stale","proof_status":"unverified","repo_status":"active","references_count":0,"source_count":4,"coverage":0.8333,"missingness":["references"],"unresolved_unknowns":[],"last_verification_at":"2026-04-13T20:33:12.262Z"},"lineage_hash":"b65a08b75d0f571c38a3863e5e7d61e95ecdef412cb65c93921313d5e68ae6e6"},"distribution":null,"replication_evidence":[],"author_dna":[]}