panxulab

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9 repositories

MARL-CoopTS
Public
Code for the paper "Randomized Exploration in Cooperative Multi-Agent Reinforcement Learning"
deep-reinforcement-learning thompson-sampling multi-agent-reinforcement-learning exploration-strategy
Python
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MIT License
•0•3•0•0•Updated Oct 14, 2024Oct 14, 2024
Offline-Linear-DRMDP
Public
Code for the paper 'Minimax Optimal and Computationally Efficient Algorithms for Distributionally Robust Offline Reinforcement Learning'.
robust-reinforcement-learning
Jupyter Notebook
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MIT License
•0•0•0•0•Updated Oct 11, 2024Oct 11, 2024
LSVI-ASE
Public
The official code release for "More Efficient Randomized Exploration for Reinforcement Learning via Approximate Sampling", Reinforcement Learning Conference (RLC) 2024
reinforcement-learning thompson-sampling langevin-dynamics exploration-exploitation langevin-mc
Python
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MIT License
•1•3•0•0•Updated Jun 19, 2024Jun 19, 2024
optimal-batched-linear-bandits
Public
International Conference on Machine Learning (ICML) 2024
batched-bandit
Python
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MIT License
•0•3•0•0•Updated May 30, 2024May 30, 2024
.github
Public
0•0•0•0•Updated May 30, 2024May 30, 2024
eps-Multi-Agent-Thompson-Sampling
Public
AAAI Conference on Artificial Intelligence 2024
thompson-sampling
Python
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MIT License
•0•2•0•0•Updated May 16, 2024May 16, 2024
Distributionally-Robust-LSVI-UCB
Public
International Conference on Artificial Intelligence and Statistics (AISTATS) 2024
robust-reinforcement-learning
Jupyter Notebook
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MIT License
•1•5•0•0•Updated May 16, 2024May 16, 2024
LMC-LSVI
Public
International Conference on Learning Representations (ICLR) 2024
Python
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MIT License
•2•0•0•0•Updated Mar 21, 2024Mar 21, 2024
LMCTS
Public
International Conference on Machine Learning (ICML) 2022
Python
•4•0•0•0•Updated Aug 3, 2022Aug 3, 2022