Stochastic-Gradient-based Interior-Point Algorithms
Invited talk at the “One World Optimization Seminar” workshop at the Erwin Schrödinger International Institute for Mathematics and Physics (ESI), June 2024
Algorithms for Deterministically Constrained Stochastic Optimization
Plenary lecture for the International Conference on Machine Learning (ICML) 2021 workshop on Beyond First-Order Methods in ML Systems, July 2021
Nonconvex Optimization: Opportunities and Challenges
Keynote public lecture for the East Coast Optimization Meeting, April 2021
Optimization Methods for Large-Scale Machine Learning
Keynote tutorial presentation for the East Coast Optimization Meeting, April 2021
SQP Methods for Constrained Stochastic Optimization
Research presentation for the One World Optimization Seminar, March 2021