Stochastic Softmax TricksExplores stochastic softmax tricks, reparametrization, and argmax, addressing challenges in expectation estimation and gradient variance.
Approximation AlgorithmsCovers approximation algorithms for optimization problems, LP relaxation, and randomized rounding techniques.
Optimization MethodsCovers unconstrained and constrained optimization, optimal control, neural networks, and global optimization methods.