Search Results for author: Nikita Kornilov

Found 2 papers, 1 papers with code

Optimal Flow Matching: Learning Straight Trajectories in Just One Step

no code implementations19 Mar 2024 Nikita Kornilov, Alexander Gasnikov, Alexander Korotin

Over the several recent years, there has been a boom in development of flow matching methods for generative modeling.

Implicitly normalized forecaster with clipping for linear and non-linear heavy-tailed multi-armed bandits

1 code implementation11 May 2023 Yuriy Dorn, Nikita Kornilov, Nikolay Kutuzov, Alexander Nazin, Eduard Gorbunov, Alexander Gasnikov

We establish convergence results under mild assumptions on the rewards distribution and demonstrate that INF-clip is optimal for linear heavy-tailed stochastic MAB problems and works well for non-linear ones.

Multi-Armed Bandits

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