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Certified Neural Network Watermarks with Randomized Smoothing


Certified Neural Network Watermarks with Randomized Smoothing

Abstract page for arXiv paper 2207.07972: Certified Neural Network Watermarks with Randomized Smoothing.

Certified Neural Network Watermarks with Randomized Smoothing

Watermark techniques (Uchida et al., 2017) proposed the first method of watermarking neural networks: they em- bed the watermark into the parameters of the ...

Certified Neural Network Watermarks with Randomized Smoothing

Certified Neural Network Watermarks with Randomized Smoothing. Arpit, Ping, Michael, Rajiv, Curtis, Varun, John and Tom. Page 2. Abstract. • The watermark ...

Certified Neural Network Watermarks with Randomized Smoothing

Certified Neural Network Watermarks with Randomized Smoothing. – it is thus valuable even when a certificate is not required. 2. Related Work. Watermark ...

Certified Neural Network Watermarks with Randomized Smoothing

Request PDF | Certified Neural Network Watermarks with Randomized Smoothing | Watermarking is a commonly used strategy to protect creators' rights to ...

Certified Neural Network Watermarks With Randomized Smoothing

This document proposes a certified neural network watermarking technique using randomized smoothing. The technique guarantees that a watermark cannot be ...

CERTIFIED WATERMARKS FOR NEURAL NETWORKS

Surprisingly, even though the certificate holds only when randomized smoothing is applied, empirically, when our watermark is evaluated in a black-box setting ...

Certified Neural Network Watermarks with Randomized Smoothing

Certified Neural Network Watermarks with Randomized Smoothing. Bansal, A., Chiang, P., Curry, M. J, Jain, R., Wigington, C., Manjunatha, V., Dickerson, J. P ...

Dimension-independent Certified Neural Network Watermarks via ...

Certified_Watermarks is the first to provide a watermark certificate against l2-norm watermark removal attacks, by leveraging the randomized smoothing ...

Dimension-independent certified neural network watermarks via ...

However, the randomized smoothing techniques suffer from hardness of certified robustness in high-dimensional space against ℓp-norm attacks for ...

A Certified Robust Watermark For Large Language Models - arXiv

We utilize two different neural networks ... We introduce randomized smoothing into watermarking and our watermark algorithm is certified robust ...

Watermarking In Neural Network - Duke People

Method of Certified Watermarks via Randomized Smoothing. Key idea: bound ... “Certified Neural Network Watermarks with Randomized Smoothing.” PMLR, PMLR ...

Dimension-independent Certified Neural Network Watermarks via ...

However, the randomized smoothing techniques suffer from hardness of certified robustness in high-dimensional space against lp-norm attacks for ...

Arpit Bansal on X: "As the #ICML2022 begins, I am excited to ...

... Certified Neural Network Watermarks on Wed, 20 July in person. Spotlight ... Certified Neural Network Watermarks with Randomized Smoothing.

Margin-based Neural Network Watermarking - OpenReview

[1] Bansal et al., Certified Neural Network Watermarks with Randomized Smoothing, ICML 2022. [2] Hendrycks et al., Benchmarking Neural ...

Certifiably Robust Image Watermark - ECVA

Dickerson, J.P., Goldstein, T.: Certified neural network watermarks with random- ized smoothing. In: International Conference on Machine Learning (2022). 7 ...

Towards Robust Model Watermark via Reducing Parametric ...

Neural network laundering: Removing black-box backdoor watermarks from deep neural networks. ... Certified neural network watermarks with randomized smoothing. In ...

Probabilistically Robust Watermarking of Neural Networks - IJCAI

Certified neural network watermarks with randomized smoothing. In International Conference on Machine. Learning, pages 1450–1465. PMLR, 2022. [Brown et al ...

ZJZAC/awesome-deep-model-IP-protection - GitHub

Certified Watermarks for Neural Networks:Using the randomized smoothing technique proposed in Chiang et al., we show that our watermark is guaranteed to be ...

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 ...