Scholar
Junzhou Huang
Google Scholar ID: X7KrguAAAAAJ
Jenkins Garrett Professor, Computer Science and Engineering, the University of Texas at Arlington
Machine Learning
Medical Image Analysis
Graph Neural Networks
Computational Toxicology
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Citations & Impact
All-time
Citations
28,980
H-index
83
i10-index
251
Publications
20
Co-authors
54
list available
Contact
CV
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Publications
15 items
Breaking the Correlation Plateau: On the Optimization and Capacity Limits of Attention-Based Regressors
2026
Cited
0
GenePheno: Interpretable Gene Knockout-Induced Phenotype Abnormality Prediction from Gene Sequences
2025
Cited
0
GRAM-TDI: adaptive multimodal representation learning for drug target interaction prediction
2025
Cited
0
AdaRing: Towards Ultra-Light Vision-Language Adaptation via Cross-Layer Tensor Ring Decomposition
2025
Cited
0
Text-Guided Multi-Instance Learning for Scoliosis Screening via Gait Video Analysis
2025
Cited
0
TRIDENT: Tri-Modal Molecular Representation Learning with Taxonomic Annotations and Local Correspondence
2025
Cited
0
AI-Assisted Decision-Making for Clinical Assessment of Auto-Segmented Contour Quality
2025
Cited
0
Leveraging Gait Patterns as Biomarkers: An attention-guided Deep Multiple Instance Learning Network for Scoliosis Classification
2025
Cited
0
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Resume (English only)
Academic Achievements
- Received NSF CAREER Award, Google TensorFlow Model Garden Award, Microsoft Accelerate Foundation Models Research Award
- Four Best Paper Awards (MICCAI'10, FIMH'11, STMI'12, MICCAI'15)
- Two Best Paper Nominations (MICCAI'11, MICCAI'14)
- Multiple papers accepted by NeurIPS 2025, ICCV 2025, MICCAI 2025, etc.
- Received a NIH R01 grant of $3,136,243 to study how to identify antigen-antibody interactions
- Served as an area chair for multiple international conferences, such as CVPR 2025, AAAI 2026, etc.
Research Experience
- Supervised multiple Ph.D. students, including Yeqing Li, Zheng Xu, etc.
- Supervised multiple Master's students, including Chen Chen, Dheeraj Ganti, etc.
Education
No specific educational background information provided.
Background
- Research Interests: machine learning, computer vision, medical image analysis and bioinformatics
- Position: Jenkins Garrett Professor
- Affiliation: Department of Computer Science and Engineering, The University of Texas at Arlington
Miscellany
- Enjoys developing efficient algorithms with nice theoretical guarantees to solve practical problems involved large scale data
- Looking for Postdoc and Ph.D. students
Co-authors
54 total
Yu Rong
Alibaba DAMO Academy
Wenbing Huang
Associate Professor, Renmin University of China
Peilin Zhao (赵沛霖)
Tencent
Dimitris N. Metaxas
Board of Governors and Distinguished Professor of Computer Science, Rutgers University
Shaoting Zhang
Shanghai AI Lab; SenseTime Research
Yatao Bian
ETH
Co-author 7
Mingkui Tan
South China University of Technology
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