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A Theoretical Framework of Convolutional Kernels on Image DatasetsDeep Learning Theory Workshop and Summer School 20222022-08-01
Characterizes the RKHS of single‑layer convolution + pooling + downsampling and analyzes kernel ridge regression and random‑feature limits under isotropic data…
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Local Convexity Of The Tap Free Energy And Amp Convergence For Z2-SynchronizationRigorous Evidence for Information-Computation Trade-offs2021-09-13
For Z2 synchronization at constant signal strength the result is that the TAP free energy has a single, locally strongly convex minimizer near the Bayes…
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