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 alumniCN 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 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 alumniUS UIUCSiebel School of Computing and Data Science Dec 1
Studies natural language processing, including information extraction, knowledge-enhanced language models and multimedia multilingual understanding.
2026 Advancing Creative Physical Intelligence in Large Multimodal Models NeurIPS 2026 Agentic Reasoning for Large Language Models: A Survey TMLR 114 T1258 papers17 members135 alumniUS UCLAComputer Science Dec 15
Develops natural language processing and machine learning methods, including vision-language models, robustness and fairness of language models.
2026 ARES: Adaptive Red-Teaming and End-to-End Repair of Policy-Reward System ACL 2026 ContextNav: Towards Agentic Multimodal In-Context Learning ICLR 104 T1152 papers12 members46 alumniUS StanfordComputer Science Dec 8
Yejin Choi Dieter Schwarz Foundation Professor of Computer Science, Senior Fellow at the Stanford Institute for Human-Centered AI Studies large language models, commonsense reasoning and the limits of language model generalization.
2026 Activation Steering for LLM Alignment via a Unified ODE-Based Framework ICLR 2026 BroRL: Scaling Reinforcement Learning via Broadened Exploration ICML 102 T1170 papers7 members63 alumniUS UCLAComputer Science Dec 15
Researches controllable and creative language generation, multimodal language models and evaluation of language model reasoning.
2026 ARES: Multimodal Adaptive Reasoning via Difficulty-Aware Token-Level Entropy Shaping ICLR 2026 Decoupling Task-Solving and Output Formatting in LLM Generation ACL 87 T1136 papers9 members35 alumniSG NTUCollege of Computing and Data Science
Works on natural language processing, including LLM reasoning, multilingual and multimodal language models, discourse and question answering.
2026 Can Vibe Coders Really Pass the Vibe Check? An Empirical Analysis of Fault-Targeted Reasoning in Frontier LLMs EMNLP 2026 Discovering the Gems in Early Layers: Accelerating Long-Context LLMs with 1000x Input Token Reduction ACL 85 T1110 papers1 member16 alumniCN TsinghuaDepartment of Computer Science and Technology Feb 28
Works on natural language processing and machine translation.
2026 An Equivariant Pretrained Transformer for Unified Geometric Learning on Multi-Domain 3D Molecules Nature Communications 2026 Beyond "I Don't Know": Evaluating LLM Self-Awareness in Discriminating Data and Model Uncertainty ACL 84 T1120 papers18 members35 alumniUS CMULanguage Technologies Institute Dec 9
Studies language models and AI agents, including code generation, multilingual NLP and evaluation.
2026 Agent Data Protocol: Unifying Datasets for Diverse, Effective Fine-tuning of LLM Agents ICLR 2026 Ambig-SWE: Interactive Agents to Overcome Underspecificity in Software Engineering ICLR 81 T1124 papers15 members37 alumniUS StanfordComputer Science Dec 8
Diyi Yang Assistant Professor of Computer Science Studies socially aware natural language processing and human-centered language technologies.
2026 AutoLibra: Agent Metric Induction from Open-Ended Human Feedback ICLR 2026 AutoMetrics: Approximate Human Judgments with Automatically Generated Evaluators ICLR 80 T1124 papersGroup size not listed US UWPaul G. Allen School of Computer Science & Engineering Dec 15
Researches large language models, semantic parsing and multimodal pretraining.
2026 High Accuracy, Less Talk (HALT): Reliable LLMs through Capability-Aligned Finetuning ICLR 2026 Latent Speech-Text Transformer ICLR 72 T187 papers11 members34 alumniCN TsinghuaDepartment of Computer Science and Technology Feb 28
Works on web information retrieval, user behavior analysis for search, and natural language processing.
2026 Analytical Search SIGIR 2026 Auto-PRE: An Automatic and Cost-Efficient Peer-Review Framework for Language Generation Evaluation AAAI 70 T192 papers36 members41 alumniCN TsinghuaDepartment of Computer Science and Technology Feb 28
Works on natural language processing, including dialogue systems, language generation, question answering, and sentiment analysis.
2026 BARREL: Boundary-Aware Reasoning for Factual and Reliable LRMs ICLR 2026 Be Careful When Fine-tuning On Open-Source LLMs: Your Fine-tuning Data Could Be Secretly Stolen ICLR 68 T189 papersGroup size not listed US StanfordComputer Science Dec 8
Percy Liang Thomas M. Siebel Professor of Machine Learning and Senior Fellow at the Stanford Institute for Human-Centered AI Studies foundation models and their holistic evaluation, including language model transparency and agents.
2026 Comparing AI Agents to Cybersecurity Professionals in Real-World Penetration Testing ICLR 2026 Cosmos Policy: Fine-Tuning Video Models for Visuomotor Control and Planning ICLR 68 T188 papersGroup size not listed US UWPaul G. Allen School of Computer Science & Engineering Dec 15
Studies multilingual and socially aware NLP, including fairness and safety of language models.
2026 Among Us: Measuring and Mitigating Malicious Contributions in Model Collaboration Systems ACL 2026 Cold-Start Personalization via Training-Free Priors from Structured World Models ICML 67 T189 papers10 members20 alumniCH ETH ZurichComputer Science (D-INFK)
Studies natural language processing and computational linguistics, including formal language theory of neural language models, morphology and probabilistic…
2025 A Spatio-Temporal Point Process for Fine-Grained Modeling of Reading Behavior ACL 2025 Are Language Models Efficient Reasoners? A Perspective from Logic Programming NeurIPS 64 T198 papers15 members8 alumniUS UCSDComputer Science and Engineering Dec 15
Mines structured knowledge from large text corpora with minimal supervision, including weakly supervised text classification and LLM-based information…
2026 AMPS: Adaptive Modality Preference Steering via Functional Entropy NeurIPS 2026 AutoCode: LLMs as Problem Setters for Competitive Programming ICLR 59 T1110 papersGroup size not listed CN ZhejiangSchool of Artificial Intelligence Feb 28
Works on natural language processing, multimodal large models, embodied intelligence and graph neural networks.
2026 Arcadia: Toward a Full-Lifecycle Framework for Embodied Lifelong Learning CVPR 2026 Evolving Generalist Virtual Agents with Generative and Associative Memory AAAI 59 T1103 papersGroup size not listed HK CUHKDepartment of Systems Engineering and Engineering Management Dec 1
Works on Chinese language processing, information retrieval and databases.
2026 EEPO: Exploration-Enhanced Policy Optimization via Sample-Then-Forget ICLR 2026 Enhancing Event Causality Extraction With Mention-Level Causal Evidence and Global Causal Graph Reasoning TKDE 54 T190 papersGroup size not listed