138 citations · 349 across the 10 of their papers we have counts for
3 papers · 1 filter
Rényi Fair Inference
Sina Baharlouei, Maher Nouiehed, Ahmad Beirami +1
Machine learning algorithms have been increasingly deployed in critical automated decision-making systems that directly affect human lives. When these algorithms are only trained t…
A Trust Region Method for Finding Second-Order Stationarity in Linearly Constrained Non-Convex Optimization
Maher Nouiehed, Meisam Razaviyayn
Motivated by TRACE algorithm [Curtis et al. 2017], we propose a trust region algorithm for finding second order stationary points of a linearly constrained non-convex optimization…
Solving a Class of Non-Convex Min-Max Games Using Iterative First Order Methods
Maher Nouiehed, Maziar Sanjabi, Tianjian Huang +2
Recent applications that arise in machine learning have surged significant interest in solving min-max saddle point games. This problem has been extensively studied in the convex-c…