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20122024
most citedParallelizing Exploration-Exploitation Tradeoffs with Gaussian Process Bandit Optimization

69 citations · 462 across the 66 of their papers we have counts for

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Showing 2017Show all

9 papers · 1 filter

stat.ML2017

Quantifying Performance of Bipedal Standing with Multi-channel EMG

Yanan Sui, Kun ho Kim, Joel W. Burdick

Spinal cord stimulation has enabled humans with motor complete spinal cord injury (SCI) to independently stand and recover some lost autonomic function. Quantifying the quality of…

cs.AI2017★ 7 cited

Meta Inverse Reinforcement Learning via Maximum Reward Sharing for Human Motion Analysis

Kun Li, Joel W. Burdick

This work handles the inverse reinforcement learning (IRL) problem where only a small number of demonstrations are available from a demonstrator for each high-dimensional task, ins…

cs.LG2017★ 6 cited

A Function Approximation Method for Model-based High-Dimensional Inverse Reinforcement Learning

Kun Li, Joel W. Burdick

This works handles the inverse reinforcement learning problem in high-dimensional state spaces, which relies on an efficient solution of model-based high-dimensional reinforcement…

cs.LG2017★ 4 cited

Inverse Reinforcement Learning in Large State Spaces via Function Approximation

Kun Li, Joel W. Burdick

This paper introduces a new method for inverse reinforcement learning in large-scale and high-dimensional state spaces. To avoid solving the computationally expensive reinforcement…

cs.RO2017★ 4 cited

Online Inverse Reinforcement Learning via Bellman Gradient Iteration

Kun Li, Joel W. Burdick

This paper develops an online inverse reinforcement learning algorithm aimed at efficiently recovering a reward function from ongoing observations of an agent's actions. To reduce…

cs.RO2017

Clinical Patient Tracking in the Presence of Transient and Permanent Occlusions via Geodesic Feature

Kun Li, Joel W. Burdick

This paper develops a method to use RGB-D cameras to track the motions of a human spinal cord injury patient undergoing spinal stimulation and physical rehabilitation. Because clin…