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07/06/2023
Censored Sampling of Diffusion Models Using 3 Minutes of Human Feedback
Diffusion models have recently shown remarkable success in high-quality ...
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06/08/2023
Exact Optimality of Communication-Privacy-Utility Tradeoffs in Distributed Mean Estimation
We study the mean estimation problem under communication and local diffe...
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03/08/2022
PyNET-QxQ: A Distilled PyNET for QxQ Bayer Pattern Demosaicing in CMOS Image Sensor
The deep learning-based ISP models for mobile cameras produce high-quali...
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02/07/2022
Neural Tangent Kernel Analysis of Deep Narrow Neural Networks
The tremendous recent progress in analyzing the training dynamics of ove...
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09/30/2021
Prune Your Model Before Distill It
Unstructured pruning reduces a significant amount of weights of neural n...
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02/16/2021
Successive Pruning for Model Compression via Rate Distortion Theory
Neural network (NN) compression has become essential to enable deploying...
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02/15/2021
WGAN with an Infinitely Wide Generator Has No Spurious Stationary Points
Generative adversarial networks (GAN) are a widely used class of deep ge...
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02/28/2019