Trofimov, Ilya

6 publications

AISTATS 2025 RTD-Lite: Scalable Topological Analysis for Comparing Weighted Graphs in Learning Tasks Eduard Tulchinskii, Daria Voronkova, Ilya Trofimov, Evgeny Burnaev, Serguei Barannikov

ICML 2024 Disentanglement Learning via Topology Nikita Balabin, Daria Voronkova, Ilya Trofimov, Evgeny Burnaev, Serguei Barannikov

ECCV 2024 Scalar Function Topology Divergence: Comparing Topology of 3D Objects Ilya Trofimov, Daria Voronkova, Eduard Tulchinskii, Evgeny Burnaev, Serguei Barannikov

ICLR 2023 Learning Topology-Preserving Data Representations Ilya Trofimov, Daniil Cherniavskii, Eduard Tulchinskii, Nikita Balabin, Evgeny Burnaev, Serguei Barannikov

ICML 2022 Representation Topology Divergence: A Method for Comparing Neural Network Representations. Serguei Barannikov, Ilya Trofimov, Nikita Balabin, Evgeny Burnaev

NeurIPS 2021 Manifold Topology Divergence: A Framework for Comparing Data Manifolds. Serguei Barannikov, Ilya Trofimov, Grigorii Sotnikov, Ekaterina Trimbach, Alexander Korotin, Alexander Filippov, Evgeny Burnaev