Optimal feedback solutions recapitulate key features of motorcortical population dynamics

Almani, M. N.; Saxena, S.

doi:10.64898/2025.12.12.694046

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bioRxiv · 10.64898/2025.12.12.694046

Optimal feedback solutions recapitulate key features of motorcortical population dynamics

Almani, M. N.·Saxena, S.

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Abstract

Neural populations display complex response patterns with marked transitions between distinct underlying computational strategies on very short timescales during motor tasks. Such complex-yet-structured dynamical strategies may reflect computational needs of neural systems, shaped by optimal feedback and autonomous mechanisms, in addition to biological constraints. Are there overarching computational principles that govern complex dynamical strategies exhibited by the neural population response? Here, we explore the hypothesis that computational strategies underlying neural population response represent optimal feedback solutions to the control of musculoskeletal dynamics through space for a goal. To validate this hypothesis, we develop a procedure called neural optimization using dynamical systems (NODS) learning to modify synaptic strengths within a recurrent network for locally-optimal feedback control of anatomically accurate musculoskeletal models during complex sensorimotor tasks. NODS learning works even when the objective function to be minimized is highly non-linear or the muscle model is very complex. The dynamical strategies underlying the neural network response constructed using NODS learning recapitulate key features of recorded population response. Importantly, optimal feedback solutions using NODS learning suggest that feedback mechanisms are essential for neural populations to flexibly transit between complex-yet-structured strategies. We further show that this framework provides theoretical foundations for why the solutions obtained using deep reinforcement learning algorithms extensively used to model sensorimotor tasks may explain the dynamical strategies underlying recorded population response. In summary, we develop novel methods and approaches suggesting that neural dynamics may be more strongly modulated by optimal feedback mechanisms, in addition to autonomous mechanisms, than previously appreciated.

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Almani, M. N., Saxena, S.. 2025-12-13. Optimal feedback solutions recapitulate key features of motorcortical population dynamics. https://doi.org/10.64898/2025.12.12.694046

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