Clinical online recommendation with subgroup rank feedback. - Yanan Sui; Joel W. Burdick (RecSys, 2014)

Safe Exploration for Optimization with Gaussian Processes. - Yanan Sui; Alkis Gotovos; Joel W. Burdick; Andreas Krause 001 (ICML, 2015)

Correlational Dueling Bandits with Application to Clinical Treatment in Large Decision Spaces. - Yanan Sui; Joel W. Burdick (IJCAI, 2017)

Quantifying performance of bipedal standing with multi-channel EMG. - Yanan Sui; Kun Ho Kim; Joel W. Burdick (IROS, 2017)

Multi-dueling Bandits with Dependent Arms. - Yanan Sui; Vincent Zhuang; Joel W. Burdick; Yisong Yue (UAI, 2017)

Bellman Gradient Iteration for Inverse Reinforcement Learning. - Kun Li; Yanan Sui; Joel W. Burdick (CoRR, 2017)

Correlational Dueling Bandits with Application to Clinical Treatment in Large Decision Spaces. - Yanan Sui; Yisong Yue; Joel W. Burdick (CoRR, 2017)

Safe Exploration and Optimization of Constrained MDPs Using Gaussian Processes. - Akifumi Wachi; Yanan Sui; Yisong Yue; Masahiro Ono (AAAI, 2018)

Stagewise Safe Bayesian Optimization with Gaussian Processes. - Yanan Sui; Vincent Zhuang; Joel W. Burdick; Yisong Yue (ICML, 2018)

Advancements in Dueling Bandits. - Yanan Sui; Masrour Zoghi; Katja Hofmann; Yisong Yue (IJCAI, 2018)

On Muscle Activation for Improving Robotic Rehabilitation after Spinal Cord Injury. - Richard Cheng; Yanan Sui; Dimitry Sayenko; Joel W. Burdick (IROS, 2018)

D3TW: Discriminative Differentiable Dynamic Time Warping for Weakly Supervised Action Alignment and Segmentation. - Chien-Yi Chang; De-An Huang; Yanan Sui; Li Fei-Fei 001; Juan Carlos Niebles (CVPR, 2019)

D3TW: Discriminative Differentiable Dynamic Time Warping for Weakly Supervised Action Alignment and Segmentation. - Chien-Yi Chang; De-An Huang; Yanan Sui; Li Fei-Fei 001; Juan Carlos Niebles (CoRR, 2019)

Dueling Posterior Sampling for Preference-Based Reinforcement Learning. - Ellen R. Novoseller; Yanan Sui; Yisong Yue; Joel W. Burdick (CoRR, 2019)

Deepfakes for Medical Video De-Identification: Privacy Protection and Diagnostic Information Preservation. - Bingquan Zhu; Hao Fang; Yanan Sui; Luming Li (AIES, 2020)

Safe Reinforcement Learning in Constrained Markov Decision Processes. - Akifumi Wachi; Yanan Sui (ICML, 2020)

Preference-Based Learning for Exoskeleton Gait Optimization. - Maegan Tucker; Ellen R. Novoseller; Claudia Kann; Yanan Sui; Yisong Yue; Joel W. Burdick; Aaron D. Ames (ICRA, 2020)

Parkinsonian {C. - Hao Fang; Chen Gong; Chen Zhang; Yanan Sui; Luming Li (ML4H@NeurIPS, 2020)

Dueling Posterior Sampling for Preference-Based Reinforcement Learning. - Ellen R. Novoseller; Yibing Wei; Yanan Sui; Yisong Yue; Joel Burdick (UAI, 2020)

No-Regret Reinforcement Learning with Heavy-Tailed Rewards. - Vincent Zhuang; Yanan Sui (AISTATS, 2021)

ROIAL: Region of Interest Active Learning for Characterizing Exoskeleton Gait Preference Landscapes. - Kejun Li; Maegan Tucker; Erdem Biyik; Ellen R. Novoseller; Joel W. Burdick; Yanan Sui; Dorsa Sadigh; Yisong Yue; Aaron D. Ames (ICRA, 2021)

Interactive Video Acquisition and Learning System for Motor Assessment of Parkinson's Disease. - Yunyue Wei; Bingquan Zhu; Chen Hou; Chen Zhang; Yanan Sui (IJCAI, 2021)

Imitation with Neural Density Models. - Kuno Kim; Akshat Jindal; Yang Song 011; Jiaming Song; Yanan Sui; Stefano Ermon (NeurIPS, 2021)

Safe Policy Optimization with Local Generalized Linear Function Approximations. - Akifumi Wachi; Yunyue Wei; Yanan Sui (NeurIPS, 2021)

Confidence-Aware Imitation Learning from Demonstrations with Varying Optimality. - Songyuan Zhang; Zhangjie Cao; Dorsa Sadigh; Yanan Sui (NeurIPS, 2021)

Parkinsonian Chinese Speech Analysis towards Automatic Classification of Parkinson's Disease. - Hao Fang; Chen Gong; Chen Zhang; Yanan Sui; Luming Li (CoRR, 2021)

Adaptive Learning based Upper-Limb Rehabilitation Training System with Collaborative Robot. - Jun Hong Lim; Kaibo He; Zeji Yi; Chen Hou; Chen Zhang; Yanan Sui; Luming Li (EMBC, 2023)

Automatic Sleep Stage Classification with Cross-Modal Self-Supervised Features From Deep Brain Signals. - Chen Gong; Yue Chen; Yanan Sui; Luming Li (NER, 2023)

Safe Bayesian Optimization for the Control of High-Dimensional Embodied Systems. - Yunyue Wei; Zeji Yi; Hongda Li; Saraswati Soedarmadji; Yanan Sui (CoRL, 2024)

Dysarthria Detection with Deep Representation Learning for Patients with Parkinson's Disease. - Chen Zhang; Chen Gong; Yanan Sui (EMBC, 2024)

DynSyn: Dynamical Synergistic Representation for Efficient Learning and Control in Overactuated Embodied Systems. - Kaibo He; Chenhui Zuo; Chengtian Ma; Yanan Sui (ICML, 2024)

Self Model for Embodied Intelligence: Modeling Full-Body Human Musculoskeletal System and Locomotion Control with Hierarchical Low-Dimensional Representation. - Chenhui Zuo; Kaibo He; Jing Shao; Yanan Sui (ICRA, 2024)

A Survey of Constraint Formulations in Safe Reinforcement Learning. - Akifumi Wachi; Xun Shen; Yanan Sui (IJCAI, 2024)

Improving sample efficiency of high dimensional Bayesian optimization with MCMC. - Zeji Yi; Yunyue Wei; Chu Xin Cheng; Kaibo He; Yanan Sui (L4DC, 2024)

An invariant information geometric method for high-dimensional online optimization. - Zhengfei Zhang; Yunyue Wei; Yanan Sui (L4DC, 2024)

Scalable Bayesian Optimization via Focalized Sparse Gaussian Processes. - Yunyue Wei; Vincent Zhuang; Saraswati Soedarmadji; Yanan Sui (NeurIPS, 2024)

Distributionally Robust Constrained Reinforcement Learning under Strong Duality. - Zhengfei Zhang; Kishan Panaganti; Laixi Shi; Yanan Sui; Adam Wierman; Yisong Yue (RLJ, 2024)

Motion Control of High-Dimensional Musculoskeletal Systems with Hierarchical Model-Based Planning. - Yunyue Wei; Shanning Zhuang; Vincent Zhuang; Yanan Sui (ICLR, 2025)

Human sensory-musculoskeletal modeling and control of whole-body movements. - Chenhui Zuo; Guohao Lin; Chen Zhang; Shanning Zhuang; Yanan Sui (CoRR, 2025)

Bipedal Balance Control with Whole-body Musculoskeletal Standing and Falling Simulations. - Chengtian Ma; Yunyue Wei; Chenhui Zuo; Chen Zhang; Yanan Sui (CoRR, 2025)

Contact-Rich and Deformable Foot Modeling for Locomotion Control of the Human Musculoskeletal System. - Haixin Gong; Chen Zhang; Yanan Sui (CoRR, 2025)