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A Homological Theory of Functions

. (2017)cite arxiv:1701.02302Comment: 72 pages, 22 figures. Comments welcome.

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Lie Access Neural Turing Machine.. CoRR, (2016)Tensor Programs IVb: Adaptive Optimization in the Infinite-Width Limit., and . CoRR, (2023)Efficient Computation of Deep Nonlinear Infinite-Width Neural Networks that Learn Features., , and . ICLR, OpenReview.net, (2022)Bayesian Deep Convolutional Networks with Many Channels are Gaussian Processes., , , , , , , , and . ICLR (Poster), OpenReview.net, (2019)High-dimensional Asymptotics of Feature Learning: How One Gradient Step Improves the Representation., , , , , and . NeurIPS, (2022)A Fine-Grained Spectral Perspective on Neural Networks, and . (2019)cite arxiv:1907.10599Comment: 12 pages of main text, 14 figures, 39 pages including appendix.Tensor Programs I: Wide Feedforward or Recurrent Neural Networks of Any Architecture are Gaussian Processes. (2019)cite arxiv:1910.12478Comment: Appearing in NeurIPS 2019; 10 pages of main text; 12 figures, 11 programs; 73 pages total.Bayesian Deep Convolutional Networks with Many Channels are Gaussian Processes, , , , , , , , and . (2018)cite arxiv:1810.05148Comment: Published as a conference paper at ICLR 2019.A Mean Field Theory of Batch Normalization, , , , and . (2019)cite arxiv:1902.08129Comment: To appear in ICLR 2019.Improved Image Wasserstein Attacks and Defenses., , , and . CoRR, (2020)