5 papers
CredID: Credible Multi-Bit Watermark for Large Language Models Identification
Haoyu Jiang, Xuhong Wang, Ping Yi +2
Large Language Models (LLMs) are widely used in complex natural language processing tasks but raise privacy and security concerns due to the lack of identity recognition. This pape…
Building Intelligence Identification System via Large Language Model Watermarking: A Survey and Beyond
Xuhong Wang, Haoyu Jiang, Yi Yu +7
Large Language Models (LLMs) are increasingly integrated into diverse industries, posing substantial security risks due to unauthorized replication and misuse. To mitigate these co…
Magnitude-based Neuron Pruning for Backdoor Defens
Nan Li, Haoyu Jiang, Ping Yi
Deep Neural Networks (DNNs) are known to be vulnerable to backdoor attacks, posing concerning threats to their reliable deployment. Recent research reveals that backdoors can be er…
Rethinking Pruning for Backdoor Mitigation: An Optimization Perspective
Nan Li, Haiyang Yu, Ping Yi
Deep Neural Networks (DNNs) are known to be vulnerable to backdoor attacks, posing concerning threats to their reliable deployment. Recent research reveals that backdoors can be er…
OCGEC: One-class Graph Embedding Classification for DNN Backdoor Detection
Haoyu Jiang, Haiyang Yu, Nan Li +1
Deep neural networks (DNNs) have been found vulnerable to backdoor attacks, raising security concerns about their deployment in mission-critical applications. There are various app…