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09/12/2023
CleanUNet 2: A Hybrid Speech Denoising Model on Waveform and Spectrogram
In this work, we present CleanUNet 2, a speech denoising model that comb...
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05/18/2023
Data Redaction from Conditional Generative Models
Deep generative models are known to produce undesirable samples such as ...
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03/07/2023
Can Membership Inferencing be Refuted?
Membership inference (MI) attack is currently the most popular test for ...
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06/29/2022
Approximate Data Deletion in Generative Models
Users have the right to have their data deleted by third-party learned s...
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06/29/2022
Forgetting Data from Pre-trained GANs
Large pre-trained generative models are known to occasionally provide sa...
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02/15/2022
Speech Denoising in the Waveform Domain with Self-Attention
In this work, we present CleanUNet, a causal speech denoising model on t...
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12/07/2021
A Conditional Point Diffusion-Refinement Paradigm for 3D Point Cloud Completion
3D point cloud is an important 3D representation for capturing real worl...
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05/31/2021
On Fast Sampling of Diffusion Probabilistic Models
In this work, we propose FastDPM, a unified framework for fast sampling ...
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05/29/2021
Understanding Instance-based Interpretability of Variational Auto-Encoders
Instance-based interpretation methods have been widely studied for super...
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03/10/2021
Universal Approximation of Residual Flows in Maximum Mean Discrepancy
Normalizing flows are a class of flexible deep generative models that of...
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09/21/2020
DiffWave: A Versatile Diffusion Model for Audio Synthesis
In this work, we propose DiffWave, a versatile Diffusion probabilistic m...
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05/31/2020
The Expressive Power of a Class of Normalizing Flow Models
Normalizing flows have received a great deal of recent attention as they...
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12/02/2019
Fastened CROWN: Tightened Neural Network Robustness Certificates
The rapid growth of deep learning applications in real life is accompani...
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11/19/2017
Convergence Analysis of the Dynamics of a Special Kind of Two-Layered Neural Networks with ℓ_1 and ℓ_2 Regularization
In this paper, we made an extension to the convergence analysis of the d...
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10/22/2017
WristAuthen: A Dynamic Time Wrapping Approach for User Authentication by Hand-Interaction through Wrist-Worn Devices
The growing trend of using wearable devices for context-aware computing ...
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09/27/2017
