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Dec 5, 2021 · Artificial Intelligence

Understanding DeepMind’s PonderNet: A Thinkable Network for MNIST

This article explains DeepMind’s PonderNet framework, which lets any neural network allocate computation adaptively, demonstrates its implementation with PyTorch Lightning on the MNIST dataset, details the underlying theory, loss functions, training procedure, and evaluates its pondering behavior on rotated digit experiments.