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08/04/2023
RobustMQ: Benchmarking Robustness of Quantized Models
Quantization has emerged as an essential technique for deploying deep ne...
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08/02/2023
Isolation and Induction: Training Robust Deep Neural Networks against Model Stealing Attacks
Despite the broad application of Machine Learning models as a Service (M...
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05/19/2023
Latent Imitator: Generating Natural Individual Discriminatory Instances for Black-Box Fairness Testing
Machine learning (ML) systems have achieved remarkable performance acros...
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04/11/2023
Boosting Cross-task Transferability of Adversarial Patches with Visual Relations
The transferability of adversarial examples is a crucial aspect of evalu...
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04/11/2023
Benchmarking the Physical-world Adversarial Robustness of Vehicle Detection
Adversarial attacks in the physical world can harm the robustness of det...
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04/08/2023