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Mathematical Foundations of Artificial Intelligence
(Steklov Mathematical Institute + Kontur Talk, Moscow)

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Bureau of the Seminar
Aptekarev Alexander Ivanovich
Avetisyan Arutyun Ishkhanovich
Kashin Boris Sergeevich
Temlyakov Vladimir Nikolaevich
Tyrtyshnikov Eugene Evgen'evich

Organizing Committee
Temlyakov Vladimir Nikolaevich
Yaskov Pavel Andreevich

Institutions
Steklov International Mathematical Center
Branch of Mathematical Sciences, Russian Academy of Sciences
Steklov Mathematical Institute of Russian Academy of Sciences, Moscow


Mathematical Foundations of Artificial Intelligence, Moscow

April 9, 2025 (Wed)
1. Diffusion Schrödinger Bridge and its lightweight construction algorithm
A. A. Korotin
April 9, 2025 17:00, Moscow, Steklov Mathematical Institute + Kontur Talk
A. A. Korotin
  

March 26, 2025 (Wed)
2. DeepSeek and its methods
I. V. Oseledets
March 26, 2025 17:00, Moscow, Steklov Mathematical Institute + Kontur Talk
I. V. Oseledets
  

December 4, 2024 (Wed)
3. Efficient video classification algorithms for mobile devices
A. V. Savchenko
December 4, 2024 17:00, Moscow, Steklov Mathematical Institute, Conference hall + Kontur Talk
A. V. Savchenko
  

November 13, 2024 (Wed)
4. Optimal Recovery meets Mini-Max
Ronald DeVore
November 13, 2024 18:00, Moscow, zoom
Ronald DeVore
  

October 30, 2024 (Wed)
5. Surprising properties of loss landscape in over-parameterized models
D. P. Vetrov
October 30, 2024 17:00, Moscow, zoom
D. P. Vetrov
  

October 16, 2024 (Wed)
6. Nonasymptotic analysis of stochastic approximation algorithms and applications
A. A. Naumov
October 16, 2024 17:00, Moscow, Steklov Mathematical Institute, Conference hall + Zoom
A. A. Naumov
  

October 2, 2024 (Wed)
7. Preference-based Reinforcement Learning
D. V. Belomestny
October 2, 2024 17:00, Moscow, Steklov Mathematical Institute, Conference hall + Zoom
D. V. Belomestny
  

September 25, 2024 (Wed)
8. The challenge of building stable, accurate and robust data-driven AI
I. Yu. Tyukin
September 25, 2024 17:00, Moscow, Steklov Mathematical Institute, Conference hall + Zoom
I. Yu. Tyukin
  

September 4, 2024 (Wed)
9. Order of сhaos: entropic theory of dynamical systems (to the 70th Anniversary of A. N. Kolmogorov's lecture in Amsterdam)
A. I. Bufetov
September 4, 2024 17:00, Moscow, Steklov Mathematical Institute, Conference hall + Zoom
A. I. Bufetov
  

June 19, 2024 (Wed)
10. On convergence and generalization problems of shallow neural networks
A. A. Razborov
June 19, 2024 17:00, Moscow, Steklov Mathematical Institute, Conference hall + Zoom
A. A. Razborov
  

June 4, 2024 (Tue)
S.I. Adian Seminar jointly with the seminar Mathematical Foundations of Artificial Intelligence
11. An introduction to Kolmogorov complexity with applications to reinforcement learning
Bruno Bauwens
June 4, 2024 16:00, S.I. Adian Seminar jointly with the seminar Mathematical Foundations of Artificial Intelligence, Moscow, Room 110 MIAN (Gubkina str. 8) + Zoom (in English)
Bruno Bauwens
  

May 22, 2024 (Wed)
12. Geometric and probabilistic interpretation of the multilayer perseptron
A. P. Kovalenko, A. I. Perminov
May 22, 2024 17:00, Moscow, Steklov Mathematical Institute, Conference hall + Zoom
A. P. Kovalenko, A. I. Perminov
  

April 24, 2024 (Wed)
13. Is there an alternative to neural networks?
V. N. Temlyakov
April 24, 2024 17:00, Moscow, Steklov Mathematical Institute, Conference hall + Zoom
V. N. Temlyakov
  

April 10, 2024 (Wed)
14. Optimal transport, barycenters of distributions and generative models
E. V. Burnaev
April 10, 2024 17:00, Moscow, Steklov Mathematical Institute, Conference hall + Zoom
E. V. Burnaev
  

March 27, 2024 (Wed)
15. Universal formulas: structure and learning by gradient descent
D. A. Yarotskii
March 27, 2024 17:00, Moscow, Steklov Mathematical Institute, Conference hall + Zoom
D. A. Yarotskii
  

March 13, 2024 (Wed)
16. Kolmogorov theorem and Neural networks
D. A. Yarotskii
March 13, 2024 17:00, Moscow, Steklov Mathematical Institute, Conference hall + Zoom
D. A. Yarotskii
  

February 28, 2024 (Wed)
17. How maths can help in the development and research of artificial intelligence algorithms
I. V. Oseledets
February 28, 2024 17:00, Moscow, Steklov Mathematical Institute, Conference hall + Zoom
I. V. Oseledets
  

February 14, 2024 (Wed)
18. Federated learning. Fundamental aspects. Open problems
A. V. Gasnikov
February 14, 2024 17:00, Moscow, Steklov Mathematical Institute, Conference hall
A. V. Gasnikov
  
 
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