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Testing generalization bounds for MLPs

Derived novel generalization bounds (see report here), implemented optimizer based on terms in bound (see new_optimizer.py) and compared against L2 regularization on standard datasets (CIFAR10, MNIST, etc.)

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Novel generalization bounds for MLP's with ReLU activations

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