2 papers
q-bio.NC2026
Masked Autoencoders Learn Perception-Relevant Representations from Resting State Neural Data
Aleksandr Kovalev, Antonio Lozano, Fabrizio Grani +8
Clinical neuroprosthetics face a data bottleneck: labeled perception trials are scarce while hours of spontaneous neural activity are largely underutilized. Here, we test whether s…
cs.LG2025
ALVI Interface: Towards Full Hand Motion Decoding for Amputees Using sEMG
Aleksandr Kovalev, Anna Makarova, Petr Chizhov +8
We present a system for decoding hand movements using surface EMG signals. The interface provides real-time (25 Hz) reconstruction of finger joint angles across 20 degrees of freed…