activity
20172026
most citedWatermarking Graph Neural Networks by Random Graphs

41 citations · 112 across the 26 of their papers we have counts for

collaborators
Showing 2022Show all

6 papers · 1 filter

cs.CR2022

Robust and Lossless Fingerprinting of Deep Neural Networks via Pooled Membership Inference

Hanzhou Wu

Deep neural networks (DNNs) have already achieved great success in a lot of application areas and brought profound changes to our society. However, it also raises new security prob…

cs.CV2022

AWEncoder: Adversarial Watermarking Pre-trained Encoders in Contrastive Learning

Tianxing Zhang, Hanzhou Wu, Xiaofeng Lu +1

As a self-supervised learning paradigm, contrastive learning has been widely used to pre-train a powerful encoder as an effective feature extractor for various downstream tasks. Th…

cs.CR2022★ 3 cited

Robust and Imperceptible Black-box DNN Watermarking Based on Fourier Perturbation Analysis and Frequency Sensitivity Clustering

Yong Liu, Hanzhou Wu, Xinpeng Zhang

Recently, more and more attention has been focused on the intellectual property protection of deep neural networks (DNNs), promoting DNN watermarking to become a hot research topic…

cs.CR2022★ 5 cited

Verifying Integrity of Deep Ensemble Models by Lossless Black-box Watermarking with Sensitive Samples

Lina Lin, Hanzhou Wu

With the widespread use of deep neural networks (DNNs) in many areas, more and more studies focus on protecting DNN models from intellectual property (IP) infringement. Many existi…

cs.CR2022★ 14 cited

Autoregressive Linguistic Steganography Based on BERT and Consistency Coding

Xiaoyan Zheng, Hanzhou Wu

Linguistic steganography (LS) conceals the presence of communication by embedding secret information into a text. How to generate a high-quality text carrying secret information is…

cs.CR2022★ 4 cited

Semantic-Preserving Linguistic Steganography by Pivot Translation and Semantic-Aware Bins Coding

Tianyu Yang, Hanzhou Wu, Biao Yi +2

Linguistic steganography (LS) aims to embed secret information into a highly encoded text for covert communication. It can be roughly divided to two main categories, i.e., modifica…