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math.OC2026
Model-free Reinforcement Learning for Continuous Time and State: A Stochastic Maximum Principle Approach
Lijun Bo, Yijie Huang, Jingfei Wang
This paper develops a model-free reinforcement learning (RL) algorithm based on the stochastic maximum principle for continuous-time stochastic control problems with continuous sta…
math.OC2026
Mean Field Stackelberg Game for Production and Carbon Emission Reduction with State Reflections
Lijun Bo, Zhen Liu, Jingfei Wang +1
Global warming, driven by anthropogenic carbon emissions with transboundary pollution characteristics and irreversible damage, poses an existential threat to human society. This pa…