81 citations · 83 across the 3 of their papers we have counts for
3 papers
cs.MA2023★ 1 cited
Reinforcement Learning With Reward Machines in Stochastic Games
Jueming Hu, Jean-Raphael Gaglione, Yanze Wang +3
We investigate multi-agent reinforcement learning for stochastic games with complex tasks, where the reward functions are non-Markovian. We utilize reward machines to incorporate h…
cs.LG2022★ 1 cited
Balanced Graph Structure Learning for Multivariate Time Series Forecasting
Weijun Chen, Yanze Wang, Chengshuo Du +3
Accurate forecasting of multivariate time series is an extensively studied subject in finance, transportation, and computer science. Fully mining the correlation and causation betw…
physics.chem-ph2021★ 81 cited
Efficient sampling of high-dimensional free energy landscapes using adaptive reinforced dynamics
Dongdong Wang, Yanze Wang, Junhan Chang +3
Enhanced sampling methods such as metadynamics and umbrella sampling have become essential tools for exploring the configuration space of molecules and materials. At the same time,…