Topology and geometry of data manifold in deep learning. - German Magai; Anton Ayzenberg (CoRR, 2022)

Topology of cognitive maps. - Konstantin Sorokin; Anton Ayzenberg; Konstantin Anokhin; Vladimir Sotskov; Maxim Beketov; Andrey Zaitsev; Robert Drinking (CoRR, 2022)

Chordal Embeddings Based on Topology of the Tonal Space. - Anton Ayzenberg; Maxim Beketov; Aleksandra Burashnikova; German Magai; Anton Polevoi; Ivan Shanin; Konstantin Sorokin (EvoMUSART@EvoStar, 2023)

Sheaf theory: from deep geometry to deep learning. - Anton Ayzenberg; Thomas Gebhart; German Magai; Grigory Solomadin (CoRR, 2025)