Nishil Patel

RL Perceptron: Generalization Dynamics of Policy Learning in High Dimensions

2025 · Physical Review X

Reinforcement learning (RL) algorithms have transformed many domains of machine learning. To tackle real-world problems, RL often relies on neural networks to learn policies directly from pixels or other high-dimensional sensory input. By contrast, many …