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Topic: Twins

ePoster
1 ePoster

In Artificial Intelligence and Biology

ePoster · Computational Neuroscience

Enhancing the causal predictive power in recurrent network models of neural dynamics

Jiayi Zhang, Tatiana Engel · COSYNE 2025

Targeted photostimulation optogenetics offers unprecedented precision in perturbing neural circuits in action. However, due to the complexity of neural responses, perturbing neurons chosen randomly or based on their task selectivity often produces weak or counter-intuitive effects. Recurrent neural networks (RNNs) trained to replicate neural activity and task behavior hold promise for guiding the design of targeted perturbations. Yet, it remains uncertain whether low-dimensional neural responses during cognitive tasks sufficiently constrain high-dimensional models to predict outcomes of patter