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Arnault H. Caillet

2 accepted papers

2025

MUniverse: A Simulation and Benchmarking Suite for Motor Unit Decomposition

NeurIPS 2025poster

Neural source separation enables the extraction of individual spike trains from complex electrophysiological recordings. When applied to electromyographic (EMG) signals, it provides a unique window into the motor output of the nervous system by isolating the spiking activity of motor units (MUs). MU…

Cited by 0SourceScholar
2024

Learning Cortico-Muscular Dependence through Orthonormal Decomposition of Density Ratios

NeurIPS 2024poster

The cortico-spinal neural pathway is fundamental for motor control and movement execution, and in humans it is typically studied using concurrent electroencephalography (EEG) and electromyography (EMG) recordings. However, current approaches for capturing high-level and contextual connectivity betwe…