Mohammad Reza Karimi
- Riemannian stochastic optimization methods avoid strict saddle points
2023/11/04 by Ya‐Ping Hsieh, Hsieh, Ya-Ping, Mohammad Reza Karimi +5 · 3 citations
Mathematics · Computer Science · #Statistical Methods and Inference #Stochastic Gradient Optimization Techniques #Gaussian Processes and Bayesian Inference
- Riemannian stochastic approximation algorithms
2022/06/14 by Mohammad Reza Karimi, Karimi, Mohammad Reza, Ya‐Ping Hsieh +5 · 2 citations
Computer Science · Mathematics · Physics and Astronomy · #37N40 #90C47 #90C48 #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Markov Chains and Monte Carlo Methods #Optimization and Control (math.OC) #Primary 62L20 #Statistical Mechanics and Entropy #Stochastic Gradient Optimization Techniques #secondary 90C15
- Constrained Sampling with Primal-Dual Langevin Monte Carlo
2024/11/01 by Luiz F. O. Chamon, Mohammad Reza Karimi, Chamon, Luiz F. O. +3 · 4 citations
Computer Science · Mathematics · #Bayesian Methods and Mixture Models #FOS: Computer and information sciences #FOS: Mathematics #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Optimization and Control (math.OC)