3 papers
cs.CR2026
Variational Autoencoder-Based Black-Box Adversarial Attack on Collaborative DNN Inference
Shima Yousefi, Motahare Mounesan, Saptarshi Debroy
In recent years, Deep Neural Networks (DNNs) have become increasingly integral to IoT-based environments, enabling realtime visual computing. However, the limited computational cap…
cs.CV2026
Noise-Aware Misclassification Attack Detection in Collaborative DNN Inference
Shima Yousefi, Saptarshi Debroy
Collaborative inference of object classification Deep neural Networks (DNNs) where resource-constrained end-devices offload partially processed data to remote edge servers to compl…
cs.NI2025
Detection of Misreporting Attacks on Software-Defined Immersive Environments
Sourya Saha, Md Nurul Absur, Shima Yousefi +1
The ability to centrally control network infrastructure using a programmable middleware has made Software-Defined Networking (SDN) ideal for emerging applications, such as immersiv…