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Robert D. Nowak

The Effects of Multi-Task Learning on ReLU Neural Network Functions

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Oct 29, 2024
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ReLUs Are Sufficient for Learning Implicit Neural Representations

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Jun 04, 2024
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An Experimental Design Framework for Label-Efficient Supervised Finetuning of Large Language Models

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Jan 12, 2024
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Weighted variation spaces and approximation by shallow ReLU networks

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Jul 28, 2023
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Vector-Valued Variation Spaces and Width Bounds for DNNs: Insights on Weight Decay Regularization

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May 25, 2023
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Filtered Iterative Denoising for Linear Inverse Problems

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Feb 15, 2023
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Deep Learning Meets Sparse Regularization: A Signal Processing Perspective

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Jan 30, 2023
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A Better Way to Decay: Proximal Gradient Training Algorithms for Neural Nets

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Oct 06, 2022
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Near-Minimax Optimal Estimation With Shallow ReLU Neural Networks

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Sep 18, 2021
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What Kinds of Functions do Deep Neural Networks Learn? Insights from Variational Spline Theory

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May 07, 2021
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