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Topic: multi-effector movement

ePoster
1 ePoster

In Neuroscience

ePoster · Neuroscience

Simultaneous brain control of two cursors enabled by online-robust neural networks

Darrel Deo, Francis Willett, Donald Avansino, Leigh Hochberg, Krishna Shenoy, Jaimie Henderson · COSYNE 2023

Fri, Mar 10, 2023

Advancements in machine learning and artificial intelligence have given rise to promising neural network-based models of the complex nonlinear relationships between movement intention and neural activity. In particular, recurrent neural networks (RNNs) are one commonly used algorithm for brain-computer interface (BCI) control, due to their ability to learn temporal dependencies within the training data. However, most BCI training data contains highly stereotyped temporal and behavioral structure to which RNNs can overfit, causing poor performance in online settings when behavior and temporal c