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math.OC2026
Particle Methods with Deep Learning for Stochastic Control under Partial Observation
Mathieu Laurière, Xiaolu Tan, Jiefei Yang
Numerical computation of stochastic control problems under partial observation is challenging because the dynamic programming formulation is naturally posed on the conditional dist…
math.OC2026
Dual Approaches to Stochastic Control via SPDEs and the Pathwise Hopf Formula
Mathieu Laurière, Jiefei Yang
We develop dual approaches for continuous-time stochastic control problems, enabling the computation of robust dual bounds in high-dimensional state and control spaces. Building on…