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Certified Neural Network Watermarks with Randomized Smoothing


Higher-Order Certification for Randomized Smoothing

Thus, it is important to provide guarantees for the robustness of deep neural network models against multiple worst-case perturbations. Popular threat models ...

Adversarial Attacks to Prevent Watermark Removal - arxiv-sanity

... watermark in deep neural networks via generative adversarial networks (GAN). ... Certified Neural Network Watermarks with Randomized Smoothing. Arpit Bansal ...

[PDF] Neural Network Laundering: Removing Black-Box Backdoor ...

Neural Network Laundering: Removing Black-Box Backdoor Watermarks from Deep Neural Networks ... Certified Neural Network Watermarks with Randomized Smoothing.

Detecting AI-Generated Text: Tools and Techniques Explained

The watermark works by selecting a randomized set of "green ... Certified Neural Network Watermarks with Randomized Smoothing. ↩. Gu ...

Ping-Yeh Chiang | Papers With Code

Certified Neural Network Watermarks with Randomized Smoothing ... Watermarking is a commonly used strategy to protect creators' rights to digital images, videos ...

‪Arpit Bansal‬ - ‪Google Scholar‬

Certified neural network watermarks with randomized smoothing. A Bansal, P Chiang, MJ Curry, R Jain, C Wigington, V Manjunatha, ... International Conference on ...

Ping-Yeh Chiang - DBLP

Certified Neural Network Watermarks with Randomized Smoothing. ICML 2022: 1450-1465. [i14]. view. electronic edition via DOI (open access); references ...

GitHub - meiling-fdu/CV-Watermark

2021 Watermarking Neural Networks with Watermarked ... 2022 Certified Neural Network Watermarks with Randomized Smoothing (Arpit Bansal) University of Maryland.

IPCert: Provably Robust Intellectual Property Protection for Machine ...

Certified robustness via randomized smoothing: Ran- domized smoothing [7] is a ... Certified neural network watermarks with ran- domized smoothing. In ...

Certified Robustness for Deep Neural Networks - Linyi Li

• Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers. ... • Deterministic certification (compared to randomized smoothing).

Multi-Head Ensemble of Smoothed Classifiers for Certified ... - OUCI

J Cohen, Certified adversarial robustness via randomized ... neural network watermarks with randomized smoothing, International Conference on Machine Learning, с.

Lingjuan Lv - Selected Publications - Google Sites

[NeurIPS 2022] Prompt Certified Machine Unlearning with Randomized Gradient Smoothing ... [ICML'23] Dimension-independent Certified Neural Network Watermarks via ...

Varun Manjunatha - SlidesLive

0 About · Certified Neural Network Watermarks with Randomized Smoothing. 04:54. Certified Neural Network Watermarks with Randomized Smoothing. Watch later.

Secure, Robust and Reliable Machine Learning - SRI Lab

Scalable Certified Segmentation via Randomized Smoothing. Marc Fischer ... Beyond the Single Neuron Convex Barrier for Neural Network Certification.

UMD Machine Learning Experts Present Multiple Papers and ...

“Certified Neural Network Watermarks with Randomized Smoothing,” by Arpit Bansal, Ping-yeh Chiang, Michael Curry, Rajiv Jain, Curtis ...

Accepted papers - Transactions on Machine Learning Research

Projected Randomized Smoothing for Certified Adversarial Robustness. Samuel ... The Fundamental Limits of Neural Networks for Interval Certified Robustness.

Arpit Bansal - X

Poster : 6:30 - 8:30 p.m.. proceedings.mlr.press. Certified Neural Network Watermarks with Randomized Smoothing. Watermarking is a commonly ...

Adversarial Robustness Toolbox 1.2.0 Documentation | PDF - Scribd

... Learning models (Deep Neural Networks, Gradient Boosted Decision Trees, Support Vector Machines, Random Forests, Logis c Regression, Gaussian Processes ...

SoK: How Robust is Image Classification Deep Neural ... - YouTube

SoK: How Robust is Image Classification Deep Neural Network Watermarking? Nils Lukas (University of Waterloo), Edward Jiang (University of ...

Protecting ownership rights of ML models using watermarking in the ...

Certified adversarial robustness via randomized smoothing. In In ... Embedding watermarks into deep neural networks. In Pro- ceedings ...