CN SJTUSchool of Artificial Intelligence May 31
Works on AI for media and healthcare, including medical foundation models.
2026 Cross-Modal Coreference Alignment: Enabling Reliable Information Transfer in Omni-LLMs ACL 2026 GenMask: Adapting DiT for Segmentation via Direct Mask Generation CVPR 119 T1180 papersGroup size not listed GB CambridgeDepartment of Applied Mathematics and Theoretical Physics Dec 8
Mihaela van der Schaar John Humphrey Plummer Professor of Machine Learning, AI and Medicine Develops machine learning and AI methods for medicine, including synthetic data, time-series analysis and models of clinical decision-making.
2026 A Study of Posterior Stability in Time-Series Latent Diffusion ICLR 2026 Deep Hierarchical Learning with Nested Subspace Networks for Large Language Models ICLR 100 T1120 papersGroup size not listed HK CUHKDepartment of Computer Science and Engineering Dec 1
Pheng Ann Heng Choh-Ming Li Professor of Computer Science and Engineering Develops AI and virtual reality for medical applications, including medical image analysis and surgical simulation.
2026 Attenuation-Resilient Alternating Optimization for Laparoscopic Liver Landmark Detection MICCAI 2026 Benchmarking Endoscopic Surgical Image Restoration and Beyond CVPR 94 T1174 papersGroup size not listed CN SJTUSchool of Artificial Intelligence May 31
Works on AI and its applications in healthcare.
2026 A knowledge-driven framework for predicting single-cell responses for unprofiled drugs Nature Machine Intelligence 2026 An agentic system for rare disease diagnosis with traceable reasoning Nature 78 T1109 papersGroup size not listed CN ZhejiangZJU-UIUC Institute Feb 28
Works on multimodal medical data processing, multimodal large models and bioinformatics, including medical image analysis.
2026 Act as you think: Reinforcing Consistent Reasoning in Medical Visual Question Answering ACL 2026 AtomiMed: Hierarchical Atomic Fact-Checking for Universal Clinical-Aware Medical Report Evaluation MICCAI 57 T196 papersGroup size not listed US UIUCSiebel School of Computing and Data Science Dec 1
Develops AI for healthcare, including deep learning on electronic health records and clinical trial optimization.
2026 Act as you think: Reinforcing Consistent Reasoning in Medical Visual Question Answering ACL 2026 ConfHit: Conformal Generative Design with Oracle-Free Guarantees ICLR 49 T171 papersGroup size not listed · 0 alumniHK CUHKDepartment of Electronic Engineering Dec 1
Leads the AI in Medicine group, working on medical image analysis and abnormality detection with deep learning.
2026 FedPD++: Enhanced Federated Open-Set Recognition with Parameter Disentanglement IJCV 2026 Fiber HGNN: Heterogeneous Graph Neural Network for Fiber Tract Segmentation TMI 48 T1103 papers16 members7 alumniGB CambridgeComputer Science and Technology Dec 8
Pietro Liò Professor of Computational Biology Develops AI and computational biology models, currently graph neural networks, to understand disease complexity for personalised and precision medicine.
2026 Autohformer: Efficient Hierarchical Autoregressive Transformer for Time Series Prediction ICDE 2026 Fast and Interpretable Protein Substructure Alignment via Optimal Transport ICLR 47 T1167 papersGroup size not listed · 43 alumniCN SJTUSchool of Computer Science May 31
Works on medical AI, leading development of medical multimodal foundation models.
2026 MedMCP-Calc: Benchmarking LLMs for Realistic Medical Calculator Scenarios via MCP Integration ACL 2026 Segment Anything Model with Symmetric Spectral Uncertainty Gating for Generalizable Medical Image Segmentation MICCAI 44 T1130 papersGroup size not listed GB ImperialDepartment of Computing Dec 1
Ben Glocker Professor in Machine Learning for Imaging Develops machine learning for medical image analysis, including causal and fair medical imaging AI and safe deployment of clinical models.
2026 Average Calibration Losses for Reliable Uncertainty in Medical Image Segmentation TMI 2026 Disparate privacy risks from medical AI Nature 34 T195 papers8 members36 alumniSG NUSDepartment of Computer Science Dec 15
Develops machine learning for scientific discovery, including AI for drug discovery and models of molecules and proteins.
2026 A Survey of Reinforcement Learning for Large Language Models under Data Scarcity: Challenges and Solutions ACL 2026 CrystalDiT: Simple Diffusion Transformers for Crystal Generation AAAI 34 T139 papers3 members24 alumniCN SJTUSchool of Computer Science May 31
Xiaofan Zhang Tenured Track Associate Professor Works on medical image and text analysis and multimodal decision making.
2026 Concepts from Representations: Post-hoc Concept Bottleneck Models via Sparse Decomposition of Visual Representations AAAI 2026 GuideGen: A Text-Guided Framework for Paired Full-torso Anatomy and CT Volume Generation AAAI 33 T140 papersGroup size not listed US UCSDElectrical and Computer Engineering Dec 15
Develops machine learning and NLP methods for healthcare and automated machine learning.
2026 BioTool: A Comprehensive Tool-Calling Dataset for Enhancing Biomedical Capabilities of Large Language Models ACL 2026 Learning to Prompt for Generalizable Instance Segmentation via Bi-Level Optimization TMLR 32 T145 papers6 members14 alumniGB OxfordDepartment of Engineering Science Jan 7
Leads the Computational Health Informatics Lab developing machine learning and large language models for healthcare.
2026 Autonomous Knowledge Graph Exploration with Adaptive Breadth-Depth Retrieval ACL 2026 Cardiac health assessment across scenarios and devices using a multimodal foundation model pretrained on data from 1.7 million individuals Nature Machine Intelligence 29 T1142 papers14 members28 alumniDE TUMDepartment of Computer Science
Develops deep learning methods for PDE-based physics simulations, including differentiable physics solvers for fluids.
2026 A neural operator framework for data-driven discovery of stability and receptivity in physical systems PNAS 2026 Compute-optimal data scaling for neural surrogates via multi-fidelity training NeurIPS 28 T141 papers11 members20 alumniCN PekingCollege of Future Technology Jan 15
Researches AI, life-system modeling and computer graphics toward a digital-life program, such as an integrated C. elegans model.
2026 3D Gaussian Splatting from Unposed Spike Stream CVPR 2026 CACR: Reinforcing Temporal Answer Grounding in Instructional Video via Candidate-Aware Causal Reasoning ICML 25 T140 papers14 members7 alumniUS StanfordComputer Science Dec 8
Anshul Kundaje Associate Professor of Genetics and of Computer Science Develops deep learning models of gene regulation from functional genomics data.
2026 An encyclopedia of human enhancer-gene regulatory interactions. Nature 2026 An expanded registry of candidate cis-regulatory elements. Nature 24 T184 papersGroup size not listed US MITElectrical Engineering and Computer Science Dec 1
Marzyeh Ghassemi Germeshausen Career Development Professor; Associate Professor Develops machine learning to understand and improve health in ways that are robust, private, and fair.
2026 Avoiding common failures in AI for health and medicine Cell 2026 Complementing Self-Consistency with Cross-Model Disagreement for Uncertainty Quantification ICLR 24 T144 papers13 members42 alumniSG NUSDepartment of Electrical and Computer Engineering Dec 15
Works on surgical AI and medical image analysis, including surgical video understanding.
2026 3DMedAgent: Unified Perception-to-Understanding for 3D Medical Analysis ICML 2026 From Articulated Kinematics to Routed Visual Control for Action-Conditioned Surgical Video Generation NeurIPS 24 T132 papers19 members3 alumniCN SJTUSchool of Artificial Intelligence May 31
Works on AI for ocean science, scientometrics and passive IoT.
2026 <SOG_K>: ONE LLM TOKEN FOR EXPLICIT GRAPH STRUCTURAL UNDERSTANDING ICLR 2026 Compass: Navigating Global Marine Lead Data Integration through Expert-Guided LLM Agent KDD 23 T151 papers18 members