SG NTUCollege of Computing and Data Science
Dacheng Tao Distinguished University Professor Applies statistics and mathematics to artificial intelligence, including computer vision, deep learning theory and large models.
2026 A Simple "Motivation" Can Enhance Reinforcement Finetuning of Large Reasoning Models ICLR 2026 AD-FM: Multimodal LLMs for Anomaly Detection via Multi-Stage Reasoning and Fine-Grained Reward Optimization AAAI 346 T1501 papersGroup size not listed SG NUSDepartment of Computer Science Dec 15
Works on multimodal foundation models, conversational search and recommendation, and trust and safety of AI; co-directs the NExT search centre.
2026 ADVersa: Abductive Driving Accident Video Understanding TPAMI 2026 AlphaSteer: Learning Refusal Steering with Principled Null-Space Constraint ICLR 215 T1319 papersGroup size not listed · 37 alumniHK CUHKDepartment of Information Engineering Dec 1
Dahua Lin Associate Professor Works on computer vision and machine learning, including large-scale visual understanding and generative models.
2026 Achieving Olympia-Level Geometry Large Language Model Agent via Complexity Boosting Reinforcement Learning ICLR 2026 Advancing Complex Video Object Segmentation via Progressive Concept Construction ICLR 179 T1210 papersGroup size not listed US UT AustinElectrical and Computer Engineering Dec 15
Leads the VITA Group, working on efficient and robust deep learning, sparse neural networks and large language models.
2026 A Physics-Grounded Benchmark for Multi-Agent Dynamics in World Models ECCV 2026 Beyond Test-Time Memory: State-Space Optimal Control for LLM Reasoning ICML 165 T1197 papers15 members45 alumniHK CUHKDepartment of Information Engineering Dec 1
Works on computer vision, pattern recognition and AI for science.
2026 $\beta $-DARTS++: Bi-Level Regularization for Proxy-Robust Differentiable Architecture Search TPAMI 2026 A Scalable Multi-LLM Collaboration System with Retrieval-based Selection and Exploration-Exploitation-Driven Enhancement ACL 162 T1214 papersGroup size not listed US UC BerkeleyElectrical Engineering and Computer Sciences Dec 1
Develops deep reinforcement learning algorithms for decision making and control in robots.
2026 Cliqueformer: Model-Based Optimization with Structured Transformers AAAI 2026 Decoupled Q-Chunking ICLR 151 T1164 papers23 members45 alumniCN TsinghuaDepartment of Automation Feb 28
Jiwen Lu Associate Professor Works on computer vision, machine learning, AI security, and embodied intelligent systems.
2026 Alignment-Invertibility Regularization for Explainable Neural Networks TPAMI 2026 Astra: General Interactive World Model with Autoregressive Denoising ICLR 145 T1174 papers12 members36 alumniUS StanfordComputer Science Dec 8
Jiajun Wu Assistant Professor of Computer Science Studies physical scene understanding and multimodal perception for embodied agents and robots.
2026 AnyLift: Scaling Motion Reconstruction from Internet Videos via 2D Diffusion CVPR 2026 ART: Articulated Reconstruction Transformer CVPR 144 T1173 papers9 members24 alumniCN ZhejiangSchool of Artificial Intelligence Feb 28
Works on multimodal learning, including speech and singing-voice synthesis, audio generation and video-language understanding.
2026 A Survey of Direct Preference Optimization: Datasets, Theories, Variants, and Applications TPAMI 2026 AlignSep: Temporally-Aligned Video-Queried Sound Separation with Flow Matching ICLR 136 T1194 papersGroup size not listed CN TsinghuaDepartment of Computer Science and Technology Feb 28
Works on large language models, knowledge graphs and semantic computing, and computational social science.
2026 APB-V: Accelerating Long-Video Understanding via Sequence-Parallelism-aware Approximate Attention ACL 2026 AutoReproduce: Automatic AI Experiment Reproduction with Paper Lineage ACL 133 T1203 papers24 members27 alumniCN PekingSchool of Computer Science Jan 15
Boxin Shi Associate Professor with Tenure Leads the Camera Intelligence Lab, researching computational photography, neuromorphic vision sensors and computer vision.
2026 240FPS stereo vision from monocular mixed spikes CVPR 2026 340 FPS reflection-free video from spikes modulated by a rapidly rotating polarizer ECCV 125 T1138 papers26 members21 alumniUS UMDComputer Science
Leads the GAMMA group on robot navigation, autonomous driving, audio and multimodal AI, and physically based simulation.
2026 Bi-VLM: Binary Post-Training Quantization for Vision-Language Models AAAI 2026 DIAGRAMS : A Review Framework for Reasoning-Level Attribution in Diagram QA ACL 125 T1185 papersGroup size not listed CN TsinghuaDepartment of Computer Science and Technology Feb 28
Works on natural language processing, large models, Chinese information processing, and computing for the humanities and arts.
2026 A Goal Without a Plan Is Just a Wish: Efficient and Effective Global Planner Training for Long-Horizon Agent Task ACL 2026 AutoReproduce: Automatic AI Experiment Reproduction with Paper Lineage ACL 122 T1190 papers48 members123 alumniCN TsinghuaDepartment of Electronic Engineering Feb 28
Works on urban science and computing, AI for spatio-temporal and mobility data, and large-model agents for social simulation.
2026 AgentSwift： Efficient LLM Agent Design via Value-guided Hierarchical Search AAAI 2026 Artificial intelligence tools expand scientists' impact but contract science's focus Nature 122 T1175 papers53 members72 alumniSG NTUCollege of Computing and Data Science
Studies multi-agent systems, computational game theory and reinforcement learning, with applications to security and e-commerce.
2026 A tighter bound for reward learning in reinforcement learning from human feedback TMLR 2026 AdverMCTS: Combating pseudo-correctness in code generation via adversarial Monte Carlo tree search ICML 120 T1146 papersGroup size not listed CN ZhejiangCollege of Computer Science and Technology Feb 28
Studies data security and privacy, AI security, and security of IoT, smart devices and connected vehicles.
2026 A Causal Perspective for Enhancing Jailbreak Attack and Defense NDSS 2026 A Survey on Medical Large Language Models: Technology, Application, Trustworthiness, and Future Directions TKDE 120 T1295 papers16 members23 alumniCN 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 CN PekingSchool of Computer Science Jan 15
Leads research on database systems and large-scale machine learning systems, including distributed training and data management for AI.
2026 ChartVerse: Scaling Chart Reasoning via Reliable Programmatic Synthesis from Scratch ACL 2026 DARTS: Distribution-Aware Active Rollout Trajectory Shaping for Accelerating LLM Reinforcement Learning ICML 118 T1187 papers36 members64 alumniSG NTUCollege of Computing and Data Science
Works on computer vision and deep learning, focusing on image and video restoration and enhancement, creative content generation and representation learning.
2026 4RC: 4D Reconstruction via Conditional Querying Anytime and Anywhere ICML 2026 AITTI: Learning Adaptive Inclusive Token for Text-to-Image Generation IJCV 117 T1130 papers12 members36 alumniUS UMDComputer Science
Develops machine learning, large-scale optimization and AI methods for biomedical data science and computational health.
2026 An Ensemble Framework for Unbiased Language ModelWatermarking ICLR 2026 Analyzing and Evaluating Unbiased Language Model Watermark ICLR 117 T1141 papersGroup size not listed