John Hopfield, Geoffrey Hinton Win 2024 Nobel in Physics for Revolutionizing Machine Learning Hopfield is known for introducing Hopfield networks, which model associative memory. Hinton, a co-creator of the backpropagation algorithm, laid the foundation for deep learning.