{"schema_version":"papers/paper-detail-v1","title":"Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models","surface":"papers","opportunity_kernel":{"paper_id":"3182aad4-1749-4595-8872-63865b7610fa","title":"Vision-DeepResearch: Incentivizing DeepResearch Capability in Multimodal Large Language Models","authors":[],"arxiv_id":"2601.22060v1","doi":null,"published_at":"2026-01-29T17:58:40.000Z","score_object":{"overall":{"value":5,"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":0.15,"confidence_reason":"No persisted technical score source was available; marked low confidence.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-02T02:30:40.136Z","fresh_until":"2026-04-16T02:30:40.136Z","is_stale":true,"source_count":0,"missingness":["reproducibility_results.reproducibility_score","deployability_scores.score","paper_extraction_scorecards.reconstruction_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":"2026-04-02T02:30:40.136Z","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":0,"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":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":"2026-04-02T02:30:40.136Z","fresh_until":"2026-05-02T02:30:40.136Z","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":"missing","references_count":0,"source_count":0,"coverage":0.1667,"missingness":["repo_url","references","proof_status","distribution_readiness_scores","paper_extraction_scorecards"],"unresolved_unknowns":["distribution readiness has not been computed yet","proof verification has not been recorded yet"],"last_verification_at":"2026-04-02T02:30:40.136Z"},"lineage_hash":"753e2cad6fd3310eb0251492f2c8bcad4bc2597eb75db3e0568c42f8eb1bd273"},"distribution":null,"replication_evidence":[],"author_dna":[{"author_id":"7327a99f-0b2f-4cce-ac91-658c16f9f825","name":"Wenxuan Huang","institution":"CUHK MMLab, East China Normal University","h_index":null,"paper_count":1,"patents_count":null,"founder_score":50,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"0d59aec9-89bc-400c-9e80-85532270a5bc","name":"Yu Zeng","institution":"University of Science and Technology of China","h_index":null,"paper_count":1,"patents_count":null,"founder_score":50,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"00e84bfe-841d-435d-99a7-1ec61262b682","name":"Qiuchen Wang","institution":"University of Science and Technology of China","h_index":null,"paper_count":1,"patents_count":null,"founder_score":50,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"ec8f6721-bff5-4965-80fe-1f0d15f57224","name":"Zhen Fang","institution":"University of Science and Technology of China","h_index":null,"paper_count":1,"patents_count":null,"founder_score":50,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"0883c3f0-4877-4f99-bec0-1d60bae6965a","name":"Shaosheng Cao","institution":"Xiaohongshu Inc.","h_index":null,"paper_count":1,"patents_count":null,"founder_score":50,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"219d99fd-4ff8-49cd-818f-c5d899ced317","name":"Zheng Chu","institution":"Harbin Institute of Technology","h_index":null,"paper_count":1,"patents_count":null,"founder_score":50,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"530aa656-bba8-496a-abe7-dac02f5cc6c7","name":"Qingyu Yin","institution":"Zhejiang University","h_index":null,"paper_count":1,"patents_count":null,"founder_score":50,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null},{"author_id":"faaddb2a-0c27-4574-aa9a-75f0ad56e499","name":"Shuang Chen","institution":"University of California, Los Angeles","h_index":null,"paper_count":1,"patents_count":null,"founder_score":50,"prior_startup":false,"industry_years":null,"top_skills":["Research"],"prior_commercialization_rate":null,"confidence":null,"paper_sample_size":0,"commercialized_paper_count":0,"last_backfilled_at":null,"archived_at":null}]}