← Authors

Ilya Trofimov

6 papers · 2021–2025 · 5 conferences · across top CS/AI conferences

Achievements

🌍 Conference Polyglot (5) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (15) 🔥 Unstoppable (5)

Conferences

ICML (2) AISTATS (1) ECCV (1) ICLR (1) NIPS (1)

Top co-authors

Serguei Barannikov (6) Evgeny Burnaev (6) Eduard Tulchinskii (3) Nikita Balabin (3) Daria Voronkova (3) Ekaterina Trimbach (1) Grigorii Sotnikov (1) Alexander Filippov (1) Alexander Korotin (1) Daniil Cherniavskii (1)

Keywords

topological data analysis (2) transfer learning (1) ensemble learning (1) deep generative model (1) generative model evaluation (1) neural network (1) manifold topology (1) representation learning (1) mode collapse detection (1)

Papers

RTD-Lite: Scalable Topological Analysis for Comparing Weighted Graphs in Learning Tasks AISTATS 2025
Scalar Function Topology Divergence: Comparing Topology of 3D Objects ECCV 2024
Disentanglement Learning via Topology ICML 2024
Learning topology-preserving data representations ICLR 2023
Representation Topology Divergence: A Method for Comparing Neural Network Representations. ICML 2022
Manifold Topology Divergence: a Framework for Comparing Data Manifolds. NIPS 2021