Arthur Lebeurrier

Path-conditioned training: a principled way to rescale ReLU neural networks

Despite recent algorithmic advances, we still lack principled ways to leverage the well-documented rescaling symmetries in ReLU neural network parameters. While two properly rescaled weights implement the same function, the training dynamics can be dramatically different. To offer a fresh perspectiv…