Kornilov, Nikita
- Optimal Flow Matching: Learning Straight Trajectories in Just One Step
2024/03/19 by Nikita Kornilov, Kornilov, Nikita, Alexander Gasnikov +4 · 21 citations
Computer Science · #Reinforcement Learning in Robotics #Anomaly Detection Techniques and Applications
- Accelerated Zeroth-order Method for Non-Smooth Stochastic Convex Optimization Problem with Infinite Variance
2023/10/28 by Kornilov, Nikita, Shamir, Ohad, Lobanov, Aleksandr +5 · 3 citations
#FOS: Mathematics #Optimization and Control (math.OC)
- Sign Operator for Coping with Heavy-Tailed Noise in Non-Convex Optimization: High Probability Bounds Under (L0, L1)-Smoothness
2025/02/11 by Nikita Kornilov, Philip Zmushko, Kornilov, Nikita +8 · 3 citations
Computer Science · Decision Sciences · Engineering · #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Risk and Portfolio Optimization #Sparse and Compressive Sensing Techniques
- Diffusion & Adversarial Schrödinger Bridges via Iterative Proportional Markovian Fitting
2024/10/03 by Sergei Kholkin, Kholkin, Sergei, Grigoriy Ksenofontov +11 · 2 citations
Computer Science · #Image and Signal Denoising Methods #Face and Expression Recognition #Neural Networks and Applications
- On Solving Minimization and Min-Max Problems by First-Order Methods with Relative Error in Gradients
2025/03/09 by Vasin, Artem, Krivchenko, Valery, Kovalev, Dmitry +6 · 1 citation
#FOS: Mathematics #Optimization and Control (math.OC)