no code implementations • 27 May 2023 • Boyao Li, Alexandar J. Thomson, Matthew M. Engelhard, David Page
Deep neural networks (DNNs) lack the precise semantics and definitive probabilistic interpretation of probabilistic graphical models (PGMs).
no code implementations • 16 Nov 2020 • Boyao Li, Tao Lu, Jiayi Li, Ning Lu, Yinghao Cai, Shuo Wang
Exploration in environments with sparse feedback remains a challenging research problem in reinforcement learning (RL).
no code implementations • 19 Mar 2019 • Naijun Liu, Tao Lu, Yinghao Cai, Boyao Li, Shuo Wang
Combining hindsight idea with the generative adversarial imitation learning (GAIL) framework, we realize implementing imitation learning successfully in cases of expert demonstration data are not available.