3 papers
q-bio.NC2024
Learning Cortico-Muscular Dependence through Orthonormal Decomposition of Density Ratios
Shihan Ma, Bo Hu, Tianyu Jia +5
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 e…
cs.HC2024
Quasi-Linear ICA for Motor Unit Decomposition during Dynamic Contractions
Alexander Kenneth Clarke, Dimitrios Halatsis, Agnese Grison +6
Decomposing surface electromyography (EMG) into the spike trains of individual motor neurons is a long-standing inverse problem and a key step toward motor-neuron-driven neural int…
cs.LG2023
Coop: Memory is not a Commodity
Jianhao Zhang, Shihan Ma, Peihong Liu +1
Tensor rematerialization allows the training of deep neural networks (DNNs) under limited memory budgets by checkpointing the models and recomputing the evicted tensors as needed.…