US UWPaul G. Allen School of Computer Science & Engineering Dec 15
Researches large language models, semantic parsing and multimodal pretraining.
Large language models Multilingual, translation & linguistics Vision-language & multimodal2026 High Accuracy, Less Talk (HALT): Reliable LLMs through Capability-Aligned Finetuning ICLR 2026 Latent Speech-Text Transformer ICLR 72 T1 · 87 papers · 11 members · 34 alumni SaveUS UWPaul G. Allen School of Computer Science & Engineering Dec 15
Studies multilingual and socially aware NLP, including fairness and safety of language models.
Interpretability, evaluation & safety of LMs Large language models2026 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 T1 · 89 papers · 10 members · 20 alumni SaveUS UWPaul G. Allen School of Computer Science & Engineering Dec 15
Researches natural language processing and machine learning, including open language models.
2026 LEGATO: Large-scale End-to-end Generalizable Approach to Typeset OMR ICLR 2026 Retrofitting Language Models to Operate over Bytes Nature 50 T1 · 98 papers · 12 members · 78 alumni SaveUS UWPaul G. Allen School of Computer Science & Engineering Dec 15
Works on computer vision and open multimodal foundation models connecting vision, language and reasoning.
Vision-language & multimodal Multimodal & grounded language Generative & foundation models2025 AHA: A Vision-Language-Model for Detecting and Reasoning Over Failures in Robotic Manipulation ICLR 2025 Coarse Correspondences Boost Spatial-Temporal Reasoning in Multimodal Language Model CVPR 49 T1 · 54 papers · 21 members · 34 alumni SaveUS UWPaul G. Allen School of Computer Science & Engineering Dec 15
Works at the intersection of computer vision and human-computer interaction, including multimodal models and visual reasoning.
Vision-language & multimodal Multimodal & grounded language Reasoning & agents2025 AHA: A Vision-Language-Model for Detecting and Reasoning Over Failures in Robotic Manipulation ICLR 2025 Coarse Correspondences Boost Spatial-Temporal Reasoning in Multimodal Language Model CVPR 49 T1 · 54 papers · 21 members · 34 alumni SaveUS UWPaul G. Allen School of Computer Science & Engineering Dec 15
Develops reinforcement learning and robot learning algorithms for robots that learn continually in the real world.
Manipulation & robot learning Reinforcement learning2025 ATK: Automatic Task-driven Keypoint Selection for Robust Policy Learning CoRL 2025 DRAWER: Digital Reconstruction and Articulation With Environment Realism CVPR 43 T1 · 44 papers · 10 members · 1 alumnus SaveUS UWPaul G. Allen School of Computer Science & Engineering Dec 15
Researches machine learning theory and privacy, including differential privacy and tokenizers for language models.
Learning theory & optimization Trustworthy & safe ML Large language models2026 Anchored Decoding: Provably Reducing Copyright Risk for Any Language Model ICML 2026 Concept-Aware Batch Sampling Improves Language-Image Pretraining CVPR 39 T1 · 53 papers · 7 members · 13 alumni SaveUS UWPaul G. Allen School of Computer Science & Engineering Dec 15
Develops open language models, retrieval-augmented generation and question answering with reasoning over knowledge.
Knowledge, QA & retrieval Large language models2026 DR Tulu: Reinforcement Learning with Evolving Rubrics for Deep Research ICML 2026 RLVE: Scaling Up Reinforcement Learning for Language Models with Adaptive Verifiable Environments ICML 38 T1 · 61 papers · 11 members · 26 alumni SaveUS UWPaul G. Allen School of Computer Science & Engineering Dec 15
Develops reliable machine learning methods, including robustness to distribution shift and retrieval-based language models.
Trustworthy & safe ML Large language models Knowledge, QA & retrieval2026 Anchored decoding: Provably reducing copyright risk for any language model ICML 2026 Cold-start personalization via training-free priors from structured world models ICML 38 T1 · 62 papers · 8 members · 11 alumni SaveUS UWPaul G. Allen School of Computer Science & Engineering Dec 15
Builds full-stack robotic systems for manipulation and assistive feeding, integrating planning, learning and perception.
Manipulation & robot learning Human-robot interaction & assistive robots2026 Difference-Aware Retrieval Polices for Imitation Learning ICLR 2026 Extending Robot-Assisted Feeding to Spoon-Based Foods with the Articutool: A Modular Active End-Effector IROS 31 T1 · 34 papers · 5 members · 143 alumni SaveUS UWElectrical and Computer Engineering Dec 15
Researches computer vision and machine learning for smart camera networks, including multi-object tracking and traffic video analytics.
Recognition, detection & segmentation Video understanding2026 CAS-ViT: Convolutional Additive Self-Attention Vision Transformers for Efficient Mobile Applications TIP 2026 CLEP: Contrastive Language-Pose Pretraining CVPR 30 T1 · 91 papers · 8 members · 21 alumni SaveUS UWPaul G. Allen School of Computer Science & Engineering Dec 15
Builds data center and Internet-scale systems, recently programmable networks and systems for machine learning.
2026 Demystifying the Mixture of Experts Serving Tax MLSys 2026 FAST: An Efficient Scheduler for All-to-All GPU Communication NSDI 26 T1 · 34 papers · 21 members · 72 alumni SaveUS UWPaul G. Allen School of Computer Science & Engineering Dec 15
Studies adaptive experimental design, active learning and multi-armed bandits.
2026 Efficient Uncoupled Learning Dynamics with Õ(T^{−1/4}) Last-Iterate Convergence in Bilinear Saddle-Point Problems over Convex Sets under Bandit Feedback AISTATS 2026 High Effort, Low Gain: Fundamental Limits of Active Learning for Linear Dynamical Systems AISTATS 25 T1 · 29 papers · 4 members · 11 alumni SaveUS UWPaul G. Allen School of Computer Science & Engineering Dec 15
Builds human-AI systems for urban accessibility, including crowdsourced and computer-vision sidewalk assessment, and AR tools.
Human-AI collaboration & trust Accessibility, health & wellbeing2026 ArtScape: Detecting, Characterizing, and Interactively Exploring Urban Art at Scale Using Vision Language Models UIST 2026 BikeButler: A Personalized, Context-sensitive Bike Routing Tool using Open Data and VLM-based Analyses of Street View Imagery CHI 23 T1 · 65 papers · 7 members · 257 alumni SaveUS UWPaul G. Allen School of Computer Science & Engineering Dec 15
Jerry Li Associate Professor Studies theory of machine learning, including robust statistics, distribution learning and quantum learning.
Learning theory & optimization Trustworthy & safe ML2026 Density Estimation for Hellinger via Minimum-Distance Estimators: mixtures of Gaussians, log-concave, and more COLT 2026 High-Accuracy List-Decodable Mean Estimation STOC 22 T1 · 26 papers · 3 members SaveUS UWElectrical and Computer Engineering Dec 15
Yiyue Luo Assistant Professor Builds intelligent textiles and wearable tactile sensors with applied machine learning for human and robot interaction.
Interfaces & interaction techniques2026 3D Printing of Passively Actuated Self-Folding Robots with Integrated Functional Modules ICRA 2026 A Closed-Loop CPR Training Glove with Integrated Tactile Sensing and Haptic Feedback ICRA 22 T1 · 27 papers · 6 members · 3 alumni SaveUS UWPaul G. Allen School of Computer Science & Engineering Dec 15
Builds efficient and reliable computer systems, including serving and quantization systems for large language models.
Efficient training & inference Large language models2026 Accelerating Large-Scale Reasoning Model Inference with Sparse Self-Speculative Decoding MLSys 2026 DynaFlow: Transparent and Flexible Intra-Device Parallelism via Programmable Operator Scheduling MLSys 20 T1 · 40 papers · 9 members · 13 alumni SaveUS UWElectrical and Computer Engineering Dec 15
Studies security of networked systems and the safety of large language models, including jailbreak attacks and defenses.
Trustworthy & safe ML Large language models2026 BadScientist: Can a Research Agent Write Convincing but Unsound Papers that Fool LLM Reviewers? ACL 2026 SoSBench: Benchmarking Safety Alignment on Six Scientific Domains ICLR 19 T1 · 55 papers · 8 members · 41 alumni SaveUS UWPaul G. Allen School of Computer Science & Engineering Dec 15
Combines deep learning and signal processing for mobile and wearable systems, including AI-powered hearables that isolate target sounds.
Music, audio & sound Speech enhancement & signal processing Signal processing & information theory2026 AV-Dialog: Spoken Dialogue Models with Audio-Visual Input ACL 2026 Micro Language Models Enable Instant Responses EMNLP 18 T1 · 26 papers · 4 members · 21 alumni SaveUS UWPaul G. Allen School of Computer Science & Engineering Dec 15
Researches computer vision and generative models of people, such as face modeling and virtual try-on.
Generative & foundation models2026 Anchored Discrete Diffusion Posterior Sampling for Solving General Inverse Problems ICML 2026 FIT: A Large-Scale Dataset for Fit-Aware Virtual Try-On SIGGRAPH 15 T1 · 21 papers · 7 members · 14 alumni Save