[ 𝟷𝟿 ] Accelerated Zeroth-order Method for Non-Smooth Stochastic Convex Optimization Problem with Infinite Variance   arXiv   Download

[ 𝟷𝟾 ] The Black-Box Optimization Problem: Zero-Order Accelerated Stochastic Method via Kernel Approximation   arXiv   Download

  • Aleksandr Lobanov, Nail Bashirov, Alexander Gasnikov
  • 2023 arXiv Preprint  

[ 𝟷𝟽 ] Accelerated Zero-Order SGD Method for Solving the Black Box Optimization Problem under "Overparametrization" Condition   arXiv   Download

[ 𝟷𝟼 ] Non-Smooth Setting of Stochastic Decentralized Convex Optimization Problem Over Time-Varying Graphs   arXiv   Download

[ 𝟷𝟻 ] Upper bounds on maximum admissible noise in zeroth-order optimisation   arXiv   Download

  • Dmitry Pasechnyuk, Aleksandr Lobanov, Alexander Gasnikov
  • 2023 arXiv Preprint  

[ 𝟷𝟺 ] Highly Smoothness Zero-Order Methods for Solving Optimization Problems under PL Condition   arXiv   Download

  • Aleksandr Lobanov, Alexander Gasnikov, Fedor Stonyakin
  • 2023 arXiv Preprint  

[ 𝟷𝟹 ] Stochastic Adversarial Noise in the "Black Box" Optimization Problem   arXiv   Download

[ 𝟷𝟸 ] Zero-Order Stochastic Conditional Gradient Sliding Method for Non-smooth Convex Optimization   arXiv   Download

[ 𝟷𝟷 ] Influence of the mantissa finiteness on the accuracy of gradient-free optimization methods   Download

[ 𝟷𝟶 ] Nonsmooth Distributed Min-Max Optimization Using the Smoothing Technique   Download

[９] Randomized gradient-free methods in convex optimization   arXiv   Download

  • Alexander Gasnikov, Darina Dvinskikh, Pavel Dvurechensky, Eduard Gorbunov, Aleksander Beznosikov, Aleksandr Lobanov
  • 2022 arXiv Preprint  

[８] Gradient-Free Federated Learning Methods with $l_1$ and $l_2$-Randomization for Non-Smooth Convex Stochastic Optimization Problems   arXiv   Download

[７] Application of Mini-Batch Adaptive Optimization Method in Stochastic Control Problems   Download

[６] Application of the Zero-Order Mini-Batch Optimization Method in the Tracking Control Problem   Download

[５] Application of Mini-Batch Metaheuristic algorithms in problems of optimization of deterministic systems with incomplete information about the state vector   Download

[４] Application of the mini-batch adaptive method of random search (MAMRS) in problems of optimal in mean control of the trajectory pencils   Download

[３] The mini-batch adaptive method of random search (MAMRS) for parameters optimization in the tracking control problem   Download

[２] Mini-batch adaptive random search method for the parametric identification of dynamic systems   Download

[１] Gradient optimization methods in machine learning for the identification of dynamic systems parameters   Download