Buqing Nie

activity

20212026

most citedCapability Iteration Network for Robot Path Planning

8 citations · 8 across the 11 of their papers we have counts for

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Showing 2023Show all

2 papers · 1 filter

cs.LG2023

Improve Robustness of Reinforcement Learning against Observation Perturbations via $l_{\infty}$ Lipschitz Policy Networks

Buqing Nie, Jingtian Ji, Yangqing Fu +1

Deep Reinforcement Learning (DRL) has achieved remarkable advances in sequential decision tasks. However, recent works have revealed that DRL agents are susceptible to slight pertu…

cs.AI2023

Accelerating Monte Carlo Tree Search with Probability Tree State Abstraction

Yangqing Fu, Ming Sun, Buqing Nie +1

Monte Carlo Tree Search (MCTS) algorithms such as AlphaGo and MuZero have achieved superhuman performance in many challenging tasks. However, the computational complexity of MCTS-b…

Improve Robustness of Reinforcement Learning against Observation Perturbations via l∞​ Lipschitz Policy Networks

Accelerating Monte Carlo Tree Search with Probability Tree State Abstraction

Improve Robustness of Reinforcement Learning against Observation Perturbations via $l_{\infty}$ Lipschitz Policy Networks