Program

List of talks 

Alexander Chervov : Machine learning methods for Cayley graphs pathfiding

Alexei Kotov  : Generalized signature method with applications

Diaaeldin Taha : Demystifying Topological Message-Passing with Relational Structures: A Case Study on Oversquashing in Simplicial Message-Passing

Edward Pearce-Crump : Permutation Equivariant Neural Networks for Symmetric Tensors                

Elias Tsigaridas : Randomized geometric tools for anomaly detection in stock markets

Elodie Laine : PETITMOT: A Novel Framework for Inferring Protein Motions from Sparse Data Using SE(3)-Equivariant Graph Neural Networks

Grégoire Sergeant-Perthuis : Inference of Factor Graphs under Topological Transformations

Haochen Yang : Topological shape descriptors with isometry invariance

Jiayi Li : Geometry of Neural Networks with Algebraic Activations

Joseph Nardin-Gennequin : Geometry of protein structures for classification and phylogeny

Jules Tsukahara : Bayesian Information Criterion of singular bi-parametric models over the probability simplex

Matias Bender : Computing minimal presentations of multi-parameter persistent homology

Olga Anosova : A complete invariant of protein backbones exposes thousands of duplicate chains in the PDB.

Renata Turkes : Shoving tubes through shapes gives a sufficient and efficient shape statistic

Sergei Grudinin : Equivariant Fourier-space architectures for volumetric data processing

Serguei Barannikov : Bar-codes, Comparative Bar-codes and Their Applications in Machine Learning.

Susovan Pal :  Optimal lifts and their roles in the asymptotics of inference on shapes

Tolga Birdal : Topological Deep Learning

Umut Simsekli : Topological Generalization Bounds for Discrete-Time Stochastic Optimization Algorithms

Vadim Lebovici : A unified theory of integral transforms for shape analysis

Vitaliy Kurlin : Geometry on moduli spaces of real data objects

Yiannis Vlassopoulos : Large Language Models, Tropical Geometry and Directed Metric Spaces

Schedule of the conference: talks are 35 minutes long + 10 minutes of questions

There is a whiteboard but no blackboard