In the fall of 2026 (October 19-28), a 3nd Conference–School On Tensor Methods in Mathematics and Artificial Intelligence Computing for senior students on tensor methods in mathematics and data sciences is planned on the campus of the joint Shenzhen MSU-BIT University. The school is targeting the lectures for undergraduates, graduate students and young researchers. The mini-conference for the young researchers and invited speakers will be also scheduled for October 26-28 within the days of this school. The poster session of young scientists is preliminary planned for the morning time of October 27 and October 26-28 will be dedicated to the invited talks.
Preliminary schedule of the workshop part is available below!
Preliminary schedule of the school part is available below!
The topics of lectures and workshops presentations include but not limited to
- novel algorithms and theory for tensor decompositions,
- advanced optimization techniques,
- randomized techniques and processing of noisy data,
- applications of low-rank tensors and optimization in data sciences,
- applications of tensor and optimization methods in wireless communications.
We hope to increase the interest and skills of the students in the covered materials through the school and boost new research activities devoted to listed topics.
No fees are needed for the school. The student accommodation on campus will be supported and covered by Shenzhen MSU-BIT University!
Travel grants for the flights for the young researchers, students and even undergraduates might be obtained if the students prepares a research presentation (poster) based on his/her peer-reviewed publication.
Preliminary list of lecturers of the mini-courses and review lectures of the school (stay tuned with updates):
- Eugene Tyrtyshnikov,
Topic: Tensors and quaternions (preliminary 2 lectures); - Vladimir Temlyakov,
Topic: Numerical integration and nonlinear approximation (2 lectures); - Stefano Serra-Capizzano,
Topic: Low-rank matrices, zero-distributed matrix-sequences, and applications (3 lectures); - Carmine Di Fiore (preliminary 2 or 3 lectures),
Topic: Matrix algebras and numerical algorithms - Alexander Gasnikov (preliminary 2 review lectures),
Topic: Lecture 1: New results and open problems for tensor methods in convex optimizationLecture 2: New results and open problems for gradient-free methods in convex optimization - Alexander Aptekarev (preliminary 2 lectures),
Topic: Introduction in Random Matrix Theory - Vasiliy Fomichev (preliminary 1 lecture),
Topic: Matrix methods in control theory - Evgeny Atamas,
Topic: Multi-agent control systems (3 lectures); - Stanislav Morozov (preliminary 2 lectures),
Topic: Continuation method and its applications to uniform approximations - Sergey Matveev,
Topic: Sobol indices and tensor trains for the global sensitivity analysis (preliminary 2 review lectures); - Daria Cherniuk,
Topic: Etudes on quantization and tensorization of neural networks (2 review lectures); - The topic list might be slightly updated soon, stay tuned with updates.
Preliminary schedule:
Preliminary schedule of the school-part (Oct 19 – 24)
Time Mon , Oct 19 Tue, Oct 20 Wed, Oct 21 Thu, Oct 22 Fri, Oct 23 Sat, Oct 24 9:00 — 9:30 Registration Evgeny Atamas – 1 Vasiliy Fomichev Evgeny Atamas – 3 Stanislav Morozov – 3 9:30 – 10:00 Welcome speeches 10:00 — 11:20 Eugene Tyrtyshnikov – 1 Stanislav Morozov – 2 Evgeny Atatmas -2 Sergey Matveev -2 Alexander Gasnikov – 1 Eugene Tyrtysnikov – 2 11:30 — 12:50 Vladimir Temlyakov – 1 Vladimir Temlyakov – 2 Daria Cherniuk – 1 Daria Cherniuk – 2 Alexander Gasnikov – 2 Closing discussions 12:50 — 14:00 LUNCH LUNCH LUNCH LUNCH LUNCH LUNCH 14:00 — 15:20 Stefano Serra-Capizzano – 1 Stefano Serra-Capizzano – 2 Sergey Matveev – 1 Stefano Serra-Capizzano – 3 Alexander Aptekarev – 2 15:30 — 17:00 Stanislav Morozov – 1 Carmine Di Fiore – 1 Carmine Di Fiore – 2 Carmine Di Fiore – 3 17:00 — 18:00 Free discussions Free discussions Free discussions Free discussions Free discussions 18:00 — 20:00 DINNER DINNER DINNER DINNER DINNER DINNER
Applications from students are already welcome!
Preliminary deadline for applications is June 15.- The selection is finished is list of students from Russia is published!
To participate in the competitive selection for participation in the School, you must send a letter to shenzenschool@gmail.com containing:
- Full name, contact details;
- Name of the university, faculty, department, course number or year of graduate school;
- Information about the scientific supervisor (full name, e-mail, contact phone number);
- A letter of recommendation from a supervisor (strictly desirable);
We also advice to attach:
- For students – GPA for sessions, topics of coursework and grades for them; for graduate students – GPA in the diploma, topic of the thesis and the candidate’s dissertation being prepared, specialty, grades for candidate exams in the specialty;
- Information about publications, participation in conferences, awards, etc.
- If you wish to make a short report on the topic of your research – the title of the report (in English). This is mandatory for obtaining the travel grants.
Preliminary list of invited speakers (STAY TUNED WITH UPDATES):
| Name | Affiliation |
| Vladimir Temlyakov | University of South Carolina and Steklov MI RAS |
| Stanislav Morozov | INM RAS and HSE |
| Dario Fasino | University of Udine |
| Carmine Di Fiore | Tor Vergata |
| Ekaterina Muravleva | Skoltech |
| Stefano Serra-Capizzano | Insubria University and Uppsala University |
| Raymond Chan | Lingnan University, Hong Kong |
| Ivan Oseledets | AIRI and MSU |
| Alexander Gasnikov | Innopolis University |
| Vladimir Kazeev | University of Vienna |
| Alexey Naumov | HSE and Steklov MI RAS |
| Maxim Rakhuba | HSE |
| Alexander Aptekarev | Keldysh Institute of Applied Mathematics |
| Michael Kwok Po NG | Hong Kong Baptist University |
| Chunfeng Cui | Beihang University |
| Evgeny Frolov | AIRI and HSE |
| Alexander Osinsky | Skoltech and INM RAS |
| Aleksandr Mikhalev | Skoltech |
| Valentin Leplat | University of Mons |
| Zhang Jiping | Peking University |
| Stefano Cipolla | University of Southampton |
| Ye Zhang | SMBU |
| Yuri Nesterov | UCLouvain and CUHK |
| Dmitry Ignatov | HSE |
| Yimin Wei | Fudan University |
| Sergei Kabanikhin | Sobolev Institute of Mathematics |
| Andrey Fursov | Lomonosov MSU |
| Yanfang Mo | Lingnan University, Hong Kong |
| Sean Hon | HKBU |
| Pan Fei | Lingnan University |
| Stanislav Budzinskiy | University of Vienna |
| Tyrtyshnikov Eugene | INM RAS and MSU |
| Maxim Shishlenin | Sobolev Institute of Mathematics |
| Fomichev Vasilii | MSU |
| Darina Dvinskikh | HSE University |
| Sergey Matveev | Lomonosov MSU and INM RAS |
| Alexander Hvatov | ITMO |
List of preliminary accepted students:
Mind that not all of these students receive travel support of air-flight tickets;
Information about the travel grants has been sent directly to the selected winners on August 7:
1. Aleksandra Spivak (Voronezh State University)
2. Alexandra Povoroznyuk (CMC MSU)
3. Anastasia Shengelia (CMC MSU)
4. Andrei Misharin (MIPT)
5. Arsenii Pozdnyakov (CMC MSU)
6. Ilya Tretyak (MIPT-INM)
7. Bulat Valiakhmetov (CMC MSU)
8. Dmitrii Vlashchuk (MIPT)
9. Elizaveta Denisenko (CMC MSU)
10. Evgeny Ilyin (MIPT)
11. Georgiy Balashov (CMC MSU)
12. Ilya Kosolapov (MIPT-INM)
13. Irina Klochkova (CMC MSU)
14. Irina Kopnina (CMC MSU)
15. Ivan Kozyrev (MIPT-INM)
16. Ksenia Zakalskaya (CMC MSU)
17. Leonid Burtsev (CMC MSU)
18. Mikhail Babenko (INM RAS)
19. Roman Dyachenko (CMC MSU)
20. Semyon Fedorovsky (MechMath MSU)
21. Semyon Nesterenko (Tomsk Polytechnic University)
22. Sergey Rogovoy (CMC MSU)
23. Sergey Zamiatin (CMC MSU)
24. Taumurzaev Akhmatali (CMC MSU)
25. Timur Bavshin (ITMO)
26. Tsyganov Askar (NRU HSE)
27. Uliana Parkina (NRU HSE)
28. Viacheslav Yusupov (NRU HSE)
29. Vladimir Bogachev (NRU HSE)
30. Yulia Ishchenko (CMC MSU)
31. Egov Ivanov (CMC MSU)
32. Vladislav Nesterenko (MIPT)
33. Andrey Kunavin (MIPT)
34. Valerio Loi (University of Insubria)
Preliminary schedule:
| Preliminary schedule of the workshop | |||
| 26 Oct | 27 Oct | 28 Oct | |
| 8:00 — 8:30 | Morning coffee | Morning coffee | Morning coffee |
| 8:30 — 9:00 | Welcome coffee and registration | Dario Fasino Topic: Solving the role extraction problem using random walks and matrix equations |
Sergey Matveev Topic: Sensitivity analysis in application to small and convolutional neural networks |
| 9:00 — 9:30 | Opening speeches | Vladimir Kazeev Topic: tba |
Alexander Osinsky Topic: Access-Limited Cross Approximation |
| 9:30 — 10:00 | Eugene Tyrtyshnikov (joint result with Bo Li) Topic: Mind-blasting example of a rank-stable tensor |
Yuri Nesterov Topic: Towards Higher-Order Optimization |
Yin Junfeng Topic: Mathematical Theory and Applications of Iterative Methods with Random Projections |
| 10:00 — 10:30 | Vladimir Temlyakov Topic: Sampling recovery and adaptive dictionaries |
Michael Kwok-Po Ng Topic: Complex Diffusion Maps Revealing Inherent Harmonic Representations |
Raymond Chan Topic: Solving convolution-type integral equations with preconditioned neural operators |
| 10:30 — 11:00 | Coffee break | Coffee break | Coffee break |
| 11:00 — 11:30 | Alexander Gasnikov Topic: Federated learning and vicinities |
Sergey Kabanikhin Topic: Mathematical Problems of Ultrasound Tomography |
Yimin Wei Topic: How many integrals should be evaluated at least in two-dimensional hyperinterpolation? |
| 11:30 — 12:00 | Maxim Rakhuba Topic: Linear Algebra Problems and Algorithms in Muon-based optimizaton methods |
Poster Session | Stefano Cipolla Topic: Recent developments in Interior-type first and second order methods for Linear Programming |
| 12:00 — 12:30 | Ivan Oseledets Topic: tba |
Poster Session | Stanislav Budzinskiy Topic: Lipschitz constant and mixed-precision of self-attention |
| 12:30 — 14:00 | LUNCH | LUNCH & Poster session | LUNCH |
| 14:00 — 14:20 | Maxim Shishlenin Topic: Tensor methods in linear inverse and ill-posed problems |
Dong Zhang (joint with E. E. Tyrtyshnikov) Topic: Adaptive Sum-Rank Tensor-Train Approximation over the Commutative Quaternion Algebra |
Yanfang Mo Topic: Predictive reduced-dimensional dynamics modeling with oblique projections |
| 14:20 — 14:40 | Chao Wang Topic: Variational Bayesian Inference from Robust Tensor Analysis to Spatially-variant Deblurring |
Dmitry Ignatov Topic: Multimodal clustering and its applications |
Valerio Loi Topic: Asymptotic structures in quaternion matrix sequences: spectral analysis, approximation, and applications |
| 14:40 — 15:00 | Zhang Ye Topic: Machine Learning Algorithms Based on Tensor Neural Networks and Their Applications |
Zeng Xing Tech Challenges slot |
Stanislav Morozov Topic: Uniform approximations in complex subspaces |
| 15:00 — 15:20 | Valentin Leplat Topic: Toward a Unified Framework for Randomized Row-Action Methods with Structure and Constraints |
Chang Tsung-Hui Topic: Distributed Coordinated Transmission Optimization and User Scheduling |
Sean Hon Topic: On the theory of block α-circulant preconditioners for diagonalization-based parallel-in-time preconditioning |
| 15:20 — 15-40 | Zhao Xile Topic: Continuous Modeling Perspective for Imaging Science |
Aleksandr Lobanov Topic: Understanding the Effectiveness of Gradient Clipping and Warmup: Two-Phase Convergence under Generalized Smoothness |
Alexander Blagodarniy Topic: Phase Coherence Evaluation in Mode-Tensorized Canonical Polyadiac Decomposition of MIMO Channels |
| 15:40 — 16:00 | Ekaterina Muravleva Topic: tba |
Evgeny Frolov Topic: A tensor perspective on the attention mechanism in Transformers |
Alexander Hvatov Topic: Physics-informed foundational models: could we train a universal solver? |
| 16:00 — 16:30 | Coffee break | Coffee break | Coffee break |
| 16:30 — 16:50 | Darina Dvinskikh Topic: Accelerated consensus and decentralized optimization over slowly time-varying networks |
Chungfeng Cui Topic: Blind Hyperspectral and Multispectral Image Fusion: A Unified Tensor Framework for Coupled Inverse Problems |
Andrei Krylov Topic: From Mellin Audit to Intrinsic Tensor-train Geometry: Spectral Observability and Local Certificates |
| 16:50 — 17:10 | Alexander Mikhalev Topic: NNTile as a PyTorch device: a task-based approach for PyTorch code execution |
Xie Hehu Topic: Machine Learning Algorithms Based on Tensor Neural Networks and Their Applications |
Yang Siyao Topic: Tensor-train density estimation and its application in free energy exploration |
| 17:10 — 17:30 | Li Jianze Topic: Block Coordinate Descent Algorithms for Semi-Nonnegative Independent Component Analysis |
Gao Bin Topic: Optimization flows landing on the Stiefel manifold |
Daria Cherniuk Topic: Quantization and tensorization of neural networks |
| 17:30 — 17:50 | Li Haibo Topic: Automatic reproducing kernel and iterative regularization for learning convolution kernels |
Vladimir Lyashev Topic: Tensor Attention with Relative-Bias Parametrization for Scalable MIMO‑OFDM Channel Denoising |
Pan Fei Topic: Seeing and Injecting: Toward Fully Automated High-Throughput Cell Microinjection |
| 17:50 — 18-10 | Closing tea | Closing tea | Mikhail Kirichenko Topic: tba |
| 18:10 — 18:30 | Closing remarks and photos | ||
Organizing contacts:
- Ph.D. Matveev Sergey Aleksandrovich (Associate Professor of the faculty of Computational Mathematics and Cybernetics of Moscow State University and researcher at the Institute of Numerical Mathematics of the Russian Academy of Sciences)
e-mail: matseralex@cs.msu.ru
School co-chairmen:
- Tyrtyshnikov Evgeny (academician of the Russian Academy of Sciences,
Distinguished Professor of the Faculty of Computational Mathematics and Cybernetics at Shenzhen MSU-BIT University,
chief researcher of the Institute of Numerical Mathematics of the Russian Academy of Sciences, head of the department of computer science at the Faculty of Computational Mathematics and Cybernetics of Moscow State University)
e-mail: eugene.tyrtyshnikov@gmail.com - Ilin Alexander (corresponding member of the Russian Academy of Sciences,
Dean of the Faculty of Computational Mathematics and Cybernetics at Shenzhen MSU-BIT University,
professor at the Faculty of Computational Mathematics and Cybernetics of Moscow State University)
e-mail: iline@cs.msu.su - Fomichev Vasilii (Doctor of Physical and Mathematical Sciences, Professor of the Faculty of Computational Mathematics and Cybernetics of Moscow State University, Head of the Department of NDSiPU)
e-mail: fomichev@cs.msu.ru
In 2026, the school is held jointly by Marchuk Institute of Numerical Mathematics of the Russian Academy of Sciences, Lomonosov Moscow State University, Shenzhen MSU-BIT University, Moscow Center of Fundamental and Applied Mathematics, AIRI Institute and Lomonosov Research Institute.