Showing cs.LGShow all
2 papers · 1 filter
cs.LG2023
Agnostic Interactive Imitation Learning: New Theory and Practical Algorithms
Yichen Li, Chicheng Zhang
We study interactive imitation learning, where a learner interactively queries a demonstrating expert for action annotations, aiming to learn a policy that has performance competit…
cs.LG2023
Efficient Active Learning Halfspaces with Tsybakov Noise: A Non-convex Optimization Approach
Yinan Li, Chicheng Zhang
We study the problem of computationally and label efficient PAC active learning -dimensional halfspaces with Tsybakov Noise~\citep{tsybakov2004optimal} under structured unlabele…