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06/14/2023
Fast and Private Inference of Deep Neural Networks by Co-designing Activation Functions
Machine Learning as a Service (MLaaS) is an increasingly popular design ...
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05/07/2023
Pick your Poison: Undetectability versus Robustness in Data Poisoning Attacks against Deep Image Classification
Deep image classification models trained on large amounts of web-scraped...
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04/14/2023
PTW: Pivotal Tuning Watermarking for Pre-Trained Image Generators
Deepfakes refer to content synthesized using deep generators, which, whe...
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02/01/2023
Analyzing Leakage of Personally Identifiable Information in Language Models
Language Models (LMs) have been shown to leak information about training...
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08/11/2021
SoK: How Robust is Image Classification Deep Neural Network Watermarking? (Extended Version)
Deep Neural Network (DNN) watermarking is a method for provenance verifi...
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12/02/2019
Deep Neural Network Fingerprinting by Conferrable Adversarial Examples
In Machine Learning as a Service, a provider trains a deep neural networ...
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06/18/2019