2 problems
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Sample-optimality conjecture for sparse single-index learning at degree one
Let be the ambient dimension, let be the sparsity level satisfying for some small , and let . Consider the sparse warm-up algorithm w…
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Extension of the Gaussian-data consistency theorem to all polynomial orders
Let , and consider Gaussian data in the regime with . Let be the kernel ridge regression prediction function with regula…