Publications
2023
Agudelo-Toro A, Michaels JA, Sheng WA, Scherberger H. Accurate neuroprosthetic control through latent state transition training (2023). bioRxiv. doi:10.1101/2023.06.02.543242
Codol O, Michaels JA, Kashefi M, Pruszynski JA, Gribble PL (2023). MotorNet: a Python toolbox for controlling differentiable biomechanical effectors with artificial neural networks. eLife. doi:10.7554/eLife.88591.1
Chung B, Zia M, Thomas K, Michaels JA, … (46 authors) …, Sober S (2023). Myomatrix arrays for high-definition muscle recording. eLife. doi:10.7554/eLife.88551.1
2020
Michaels JA, Schaffelhofer S, Agudelo-Toro A, Scherberger H (2020). A goal-driven modular neural network predicts parietofrontal neural dynamics during grasping. Proceedings of the National Academy of Sciences of the United States of America. doi:10.1073/pnas.2005087117.
Codol O, Ariani G, Michaels JA (2020). Aiming for stable control. Nature Neuroscience, 23(3), 298-300. doi:10.1038/s41593-020-0601-2.
2018
Intveld RW, Dann B, Michaels JA, Scherberger H (2018). Neural coding of intended and executed grasp force in macaque areas AIP, F5, and M1. Scientific Reports, 8(17985). doi:10.1038/s41598-018-35488-z.
Michaels JA*, Dann B*, Intveld RW, Scherberger H (2018). Neural dynamics of variable grasp movement preparation in the macaque fronto-parietal network. Journal of Neuroscience, 38(25), 5759-5773. doi:10.1523/JNEUROSCI.2557-17.2018.
Michaels JA, Scherberger H (2018). Population coding of grasp and laterality-related information in the macaque fronto-parietal network. Scientific Reports, 8(1710). doi:10.1038/s41598-018-20051-7.
2016
Michaels JA, Dann B, Scherberger H (2016). Neural population dynamics during reaching are better explained by a dynamical system than representational tuning. PLOS Computational Biology, 12(11), e1005175. doi:10.1371/journal.pcbi.1005175.
Michaels JA, Scherberger H (2016). hebbRNN: A reward-modulated Hebbian learning rule for recurrent neural networks. The Journal of Open Source Software. doi:10.21105/joss.00060.
Dann B, Michaels JA, Schaffelhofer S, Scherberger H (2016). Uniting functional network topology and oscillations in the fronto-parietal single unit network of behaving primates. eLife. doi:10.7554/eLife.15719.
Dann B, Michaels JA, Scherberger H (2016). Separable decoding of cue, intention, and movement information from the fronto-parietal grasping-network. Proceedings of the Sixth International Brain-Computer Interface Meeting: BCI Past, Present, and Future, 218. doi:10.3217/978-3-85125-467-9.
2015
Michaels JA, Dann B, Intveld RW, Scherberger H (2015). Predicting reaction time from the neural state space of the premotor and parietal grasping network. Journal of Neuroscience, 35(32), 11415–11432. doi:10.1523/JNEUROSCI.1714-15.2015.
2011
Yang L, Michaels JA, Pruszynski JA, Scott SH (2011). Rapid motor responses quickly integrate visuospatial task constraints. Experimental Brain Research, 211(2): 231-242. doi:10.1007/s00221-011-2674-3.