Search Results for author: Boyao Li

Found 3 papers, 0 papers with code

On Neural Networks as Infinite Tree-Structured Probabilistic Graphical Models

no code implementations27 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).

Gaussian Processes

ACDER: Augmented Curiosity-Driven Experience Replay

no code implementations16 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).

Reinforcement Learning (RL)

Hindsight Generative Adversarial Imitation Learning

no code implementations19 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.

Imitation Learning Reinforcement Learning (RL)

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