{"schema_version":"papers/paper-detail-v1","title":"On-the-fly Repulsion in the Contextual Space for Rich Diversity in Diffusion Transformers","surface":"papers","opportunity_kernel":{"paper_id":"0a758bc3-feb2-41e2-87a4-de7a05184b77","title":"On-the-fly Repulsion in the Contextual Space for Rich Diversity in Diffusion Transformers","authors":["Omer Dahary","Benaya Koren","Daniel Garibi","Daniel Cohen-Or"],"arxiv_id":"2603.28762v1","doi":null,"published_at":"2026-03-30T17:59:13.000Z","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":"2026-04-02T02:30:40.136Z","fresh_until":"2026-05-02T02:30:40.136Z","is_stale":true,"source_count":1,"missingness":[]},"technical":{"value":0,"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":"2026-03-31T20:30:20.275Z","fresh_until":"2026-04-14T20:30:20.275Z","is_stale":true,"source_count":1,"missingness":[]},"commercial":{"value":4,"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":"2026-04-02T02:30:40.136Z","fresh_until":"2026-05-02T02:30:40.136Z","is_stale":true,"source_count":1,"missingness":[]},"market":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No persisted distribution_readiness_scores row was available; marked low confidence.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-02T02:30:40.136Z","fresh_until":"2026-04-16T02:30:40.136Z","is_stale":true,"source_count":0,"missingness":["distribution_readiness_scores.score"]},"team":{"value":10,"scale":"0-10","confidence":0.15,"confidence_reason":"No persisted team-quality evidence was available; marked low confidence.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-02T02:30:40.136Z","fresh_until":"2026-04-16T02:30:40.136Z","is_stale":true,"source_count":0,"missingness":["engineer_profiles.builder_score","author_startups"]},"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":"2026-03-31T20:53:20.596Z","fresh_until":"2026-04-30T20:53:20.596Z","is_stale":true,"source_count":2,"missingness":[]}},"evidence_receipt":{"freshness":"stale","proof_status":"unverified","repo_status":"missing","references_count":17,"source_count":3,"coverage":0.6667,"missingness":["repo_url","distribution_readiness_scores"],"unresolved_unknowns":["distribution readiness has not been computed yet"],"last_verification_at":"2026-03-31T20:30:20.275Z"},"lineage_hash":"2fc81b4e6f559df6d293872e63c041ace48887414cbd7ea19d638f5d61479041"},"distribution":null,"replication_evidence":[],"author_dna":[]}