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Dynamical Isometry and a Mean Field Theory of CNNs: How to Train 10, 000-Layer Vanilla Convolutional Neural Networks.

, , , , and . ICML, volume 80 of Proceedings of Machine Learning Research, page 5389-5398. PMLR, (2018)

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Explaining the Learning Dynamics of Direct Feedback Alignment., , , , and . ICLR (Workshop), OpenReview.net, (2017)Fast Finite Width Neural Tangent Kernel., , and . ICML, volume 162 of Proceedings of Machine Learning Research, page 17018-17044. PMLR, (2022)Specialization as an optimal strategy under varying external conditions., , , , and . ICRA, page 1941-1946. IEEE, (2009)Finite Versus Infinite Neural Networks: an Empirical Study., , , , , , and . NeurIPS, (2020)Dynamical Isometry and a Mean Field Theory of RNNs: Gating Enables Signal Propagation in Recurrent Neural Networks., , and . ICML, volume 80 of Proceedings of Machine Learning Research, page 872-881. PMLR, (2018)The emergence of spectral universality in deep networks., , and . AISTATS, volume 84 of Proceedings of Machine Learning Research, page 1924-1932. PMLR, (2018)Neural Tangents: Fast and Easy Infinite Neural Networks in Python., , , , , , and . CoRR, (2019)End-to-End Differentiable Reactive Molecular Dynamics Simulations Using JAX., , , , , and . ISC, volume 13948 of Lecture Notes in Computer Science, page 202-219. Springer, (2023)MetaInit: Initializing learning by learning to initialize., and . NeurIPS, page 12624-12636. (2019)JAX MD: A Framework for Differentiable Physics., and . NeurIPS, (2020)