Topological obstructions in neural networks learning. - Serguei Barannikov; Grigorii Sotnikov; Ilya Trofimov; Alexander Korotin; Evgeny Burnaev (CoRR, 2020)

Aligning Latent and Image Spaces to Connect the Unconnectable. - Ivan Skorokhodov; Grigorii Sotnikov; Mohamed Elhoseiny (ICCV, 2021)

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