М. А. Данилова
- Stochastic Optimization with Heavy-Tailed Noise via Accelerated Gradient Clipping
2020/05/21 by Eduard Gorbunov, Gorbunov, Eduard, М. А. Данилова +4 · 11 citations
Engineering · Computer Science · Mathematics · #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #Markov Chains and Monte Carlo Methods
- High-Probability Bounds for Stochastic Optimization and Variational Inequalities: the Case of Unbounded Variance
2023/02/02 by Abdurakhmon Sadiev, Sadiev, Abdurakhmon, М. А. Данилова +13 · 8 citations
Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Optimization and Variational Analysis #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Recent Theoretical Advances in Non-Convex Optimization
2020/12/11 by М. А. Данилова, Danilova, Marina, Pavel Dvurechensky +11 · 5 citations
Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- High-Probability Convergence for Composite and Distributed Stochastic Minimization and Variational Inequalities with Heavy-Tailed Noise
2023/10/03 by Eduard Gorbunov, Abdurakhmon Sadiev, Gorbunov, Eduard +13 · 8 citations
Computer Science · Engineering · Mathematics · #Advanced Optimization Algorithms Research #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques