Alfréd Rényi Institute of Mathematics

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Optimal transport

The central goal of our project is to study the geometry of classical and quantum structures which are endowed with transport-related metrics (like the Wasserstein metric) or entropic dissimilarity measures.
The main research objectives are the following:


(G1) Classical Wasserstein spaces - Determining the structure of isometries of p-Wasserstein spaces built e.g. on spheres, projective spaces, Banach spaces, Hadamard spaces, non-branching spaces. The crucial novelty here is that we study non-Euclidean underlying geometries, and we consider not only the case p=2 (which is the most intensively studied so far) but all values of p>0.


(G2) Quantum Wasserstein spaces - Developing the theory of quantum optimal transportation with respect to general (non-quadratic) cost operators. The main novelty is the application of a two-variable tensor product functional calculus. The other main objective of this part of the project is to describe the structure of quantum Wasserstein isometries of qubits and higher dimensional quantum state spaces.


(G3) Metrics and other entropic dissimilarity measures on quantum states - Study of the geometry of the quantum state space equipped with general quantum Jensen divergences, with a special emphasis on the Riemannian metric tensor, geodesics, and barycenters. This research direction is absolutely new in quantum information geometry: even the triangle inequality for these distances is a very recent result published in 2021.

 

Publications 

[1] Z. M. Balogh, T. Titkos, D. Virosztek. Isometric rigidity of the Wasserstein space W_1(G) over Carnot groups. Preprint, arXiv:2305.05492 (2023). Link(s): arXiv

[2] Z. M. Balogh, T. Titkos, D. Virosztek. Isometries and isometric embeddings of Wasserstein spaces over the Heisenberg group. Preprint, arXiv:2303.15095 (2023). Link(s): arXiv

[3] G. Bunth, M. Mosonyi, P. Vrana. Geometric relative entropies and barycentric Rényi divergences. Preprint, arXiv:2207.14282 (2022-2023). Link(s): arXiv

[4] G.P. Gehér, A. Hrušková, T. Titkos, D. Virosztek. Isometric rigidity of Wasserstein spaces over Euclidean spheres. Preprint, arXiv:2308.05065 (2023). Link(s): arXiv

[5] G.P. Gehér, J. Pitrik, T. Titkos, D. Virosztek. Quantum Wasserstein isometries on the qubit state space. J. Math. Anal. Appl. 522 (2023), 126955. Link(s): arXivpublished version

[6] G.P. Gehér, T. Titkos, D. Virosztek. Isometric rigidity of Wasserstein tori and spheres. Mathematika 69 (2023), 20-32. Link(s): arXivpublished version

[7] G.P. Gehér, T. Titkos, D. Virosztek. On isometries of Wasserstein spaces. RIMS Kôkyûroku Bessatsu B93 (2023), 239-250. Link(s): published version 

[8] G.P. Gehér, T. Titkos, D. Virosztek. On the exotic isometry flow of the quadratic Wasserstein space over the real line. Linear Algebra Appl. (2023), in press. Link(s): published version 

[9] G.P. Gehér, T. Titkos, D. Virosztek, The isometry group of Wasserstein spaces: the Hilbertian case. J. London Math. Soc. 106 (2022), 3865-3894. Link(s): arXivpublished version  

[10] G. Kiss, T. Titkos. Isometric rigidity of Wasserstein spaces: the graph metric case. Proc. Amer. Math. Soc. 150 (2022), 4083-4097. Link(s): arXivpublished version

[11] R. Simon, D. Virosztek. Preservers of the p-power and the Wasserstein means on 2×2 matrices.  Electron. J. Linear Algebra 39 (2023), 395-408. Link(s): arXivpublished version

[12] G. Toth, J. Pitrik. Quantum Wasserstein distance based on an optimization over separable states. Quantum 7 (2023), 1143. Link(s): arXiv, published version

 

Conference and seminar talks 

2023

[1] Submodularity seminar (org.: László Lovász et al.), Renyi Institute, Budapest, Hungary, survey talk, 10/10/2023 (D. Virosztek) 

[2] Æsy to define, Hard to analyse: First conference on Lipschitz-free spaces, Centre Diocésain Besançon, France, invited talk, 20/09/2023 (T. Titkos)

[3] Séminaire de Mathématiques et Colloquium, Institut de Recherche en Informatique, Mathématiques, Automatique et Signal, Mulhouse, France, invited talk, 18/09/2023 (T. Titkos) 

[4] International Workshop on Matrix Analysis and its Applications, Quy Nhon, Vietnam, talk, 08/07/2023 (J. Pitrik).

[5] Focused Workshop on Moffat's Magnetic Relaxation Problem (org.: László Székelyhidi Jr.), Erdos Center, Budapest, Hungary, invited talk, 05/07/2023 (D. Virosztek)

[6] 50th Winter School in Abstract Analysis, Svratka, Czech Republic, talks, 11/01/2023 (T. Titkos and D. Virosztek)

2022

[7] Real and Abstract Analysis Seminar, Charles University, Prague, Czech Republic, invited talk, 23/11/2022 (T. Titkos)

[8] "Kutszem" Research Seminar, Renyi Institute, Budapest, Hungary, invited seminar talk, 21/11/2022 (D. Virosztek) 

[9] Analysis Seminar, Eötvös Loránd University, Budapest, Hungary, invited seminar talk, 21/11/2022 (D. Virosztek) 

[10] AMS-SMF-EMS joint international meeting, Special Session on Quantitative Geometry of Transportation Metrics, Grenoble, France, invited talk, 18/07/2022 (D. Virosztek)

[11] 24th Conference of the International Linear Algebra Society (ILAS), Galway, Ireland, invited talks, 20-24/06/2022 (T. Titkos and D. Virosztek)

[12] Budapest Graduate Seminar, Renyi Institute, invited lectures, 20/04/2022 (T. Titkos and D. Virosztek)

[13] Mathematical Colloquium, University of Bern, Switzerland, invited seminar talk, 04/04/2022 (D. Virosztek)

[14] Institute Seminar, Institute for Solid State Physics and Optics, Wigner Research Center for Physics, 22/02/2022 (J. Pitrik)

[15] 49th Winter School in Abstract Analysis, Svratka, Czech Republic, talks, 09/01/2022 (T. Titkos and D. Virosztek)

2021

[16] Analysis Seminar, Renyi Institute, Budapest, Hungary, talk, 09/12/2021 (D. Virosztek)

[17] "Research on preserver problems on Banach algebras and related topics" Workshop at RIMS Kyoto, Japan, invited talk (online), 27/10/2021 (D. Virosztek)

[18] "Kutszem" Research Seminar, Renyi Institute, Budapest, Hungary, talk, 18/10/2021 (D. Virosztek)

 

Events hosted:

Optimal Transport on Quantum Structures semester - 2022. szeptember-december

 

 

Head of group:

Employees:

Gergely Bunth

Gergely Bunth

assistant research fellow
József Pitrik

József Pitrik

research fellow
Tamás Titkos

Tamás Titkos

research fellow

Events hosted

Seminar