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math.OC2025
Sequential Quadratic Optimization for Solving Expectation Equality Constrained Stochastic Optimization Problems
Haoming Shen, Yang Zeng, Baoyu Zhou
A sequential quadratic programming method is designed for solving general smooth nonlinear stochastic optimization problems subject to expectation equality constraints. We consider…
cs.LG2025
A Control Perspective on Training PINNs
Matthieu Barreau, Haoming Shen
We investigate the training of Physics-Informed Neural Networks (PINNs) from a control-theoretic perspective. Using gradient descent with resampling, we interpret the training dyna…