Chenyu You
Scholar

Chenyu You

Google Scholar ID: hy_wB7cAAAAJ
Assistant Professor, Stony Brook University
Machine LearningAI for HealthComputer VisionMedical Image AnalysisMultimedia
Homepage↗Google Scholar↗
Citations & Impact
All-time
Citations
6,969
 
H-index
35
 
i10-index
63
 
Publications
20
 
Co-authors
19
list available
Contact
GitHubOpen ↗LinkedInOpen ↗
Publications
32 items
Scaling Attention via Feature Sparsity
2026
Cited
0
Egocentric World Model for Photorealistic Hand-Object Interaction Synthesis
2026
Cited
0
HorizonForge: Driving Scene Editing with Any Trajectories and Any Vehicles
2026
Cited
0
CSRv2: Unlocking Ultra-Sparse Embeddings
2026
Cited
0
FORESTLLM: Large Language Models Make Random Forest Great on Few-shot Tabular Learning
2026
Cited
0
Geometric and Dynamic Scaling in Deep Transformers
arXiv.org · 2026
Cited
0
Reflection Pretraining Enables Token-Level Self-Correction in Biological Sequence Models
2025
Cited
0
Accurate de novo sequencing of the modified proteome with OmniNovo
2025
Cited
0
Resume (English only)
Academic Achievements
  • - November 2025, CoMA project accepted at AAAI 2026
  • - November 2025, received AAAI New Faculty Highlights 2026
  • - November 2025, appointed as Associate Editor for Transactions on Machine Learning Research
  • - October 2025, one paper accepted at IEEE TMI (Impact Factor 9.8)
  • - October 2025, served on the SUNY AI Symposium Planning Committee
  • - September 2025, one paper accepted at NeurIPS 2025
  • - September 2025, one paper accepted at RSNA 2025 (Oral)
  • - August 2025, one paper accepted at EMNLP 2025
  • - July 2025, received Excellence in Teaching Award for Spring 2025
  • - July 2025, PhD student Qin Ren won the MICCAI 2025 NIH Registration Grant
  • - June 2025, Ouroboros project accepted at ICCV 2025
  • - June 2025, OTSurv project accepted at MICCAI 2025
  • - June 2025, paper on Spurious Memorization formally accepted by Nature Communications
  • - May 2025, one paper accepted at ACL 2025
  • - May 2025, CSR project accepted at ICML 2025 (Oral, Top ~1%)
  • - April 2025, served as Area Chair NeurIPS 2025
  • - April 2025, one paper accepted at AIME 2025
  • - April 2025, one paper accepted at EMBC 2025 (Oral, Top Paper Award)
  • - March 2025, one paper accepted at ACM TKDD
  • - March 2025, UniHGKR project accepted at NAACL 2025 (Oral)
  • - February 2025, served as Area Chair EMNLP 2025
Research Experience
  • - Worked at Facebook AI Research (FAIR) and Google Research
  • - Research focuses on: building foundational models, ensuring the reliability of complex AI systems, and translating AI advances into deployable tools for healthcare
Education
  • - Ph.D. in 2024 from Yale University, advised by James S. Duncan
  • - M.S. in 2019 from Stanford University, advised by Daniel Rubin
  • - B.S. in 2017 from Rensselaer Polytechnic Institute, advised by Ge Wang
Background
  • Chenyu You is an Assistant Professor of Data Science in the Department of Applied Mathematics & Statistics and Department of Computer Science at Stony Brook University. His research interests include AI for health, focusing on building machines that learn from biomedical data, reason about, interact with the clinical world, and drive meaningful impact on healthcare.
Co-authors
19 total
James S. Duncan
James S. Duncan
Ebenezer K. Hunt Professor of Biomedical Engineering, Radiology, Electr. Engr., Yale University
Lawrence Staib
Lawrence Staib
Depts. of Radiology & Biomedical Imaging, Biomedical Engineering and Electrical Engineering, Yale
Ge Wang
Ge Wang
Clark & Crossan Chair Professor, Rensselaer Polytechnic Institute
Xiaohui Xie
Xiaohui Xie
Professor of Computer Science, University of California, Irvine
David A. Clifton
David A. Clifton
Chair of Clinical Machine Learning, University of Oxford
Co-author 6
Co-author 6
Co-author 7
Co-author 7
Co-author 8
Co-author 8