3 papers
cs.CR2026
Privacy-Preserving Explainable AIoT Application via SHAP Entropy Regularization
Dilli Prasad Sharma, Xiaowei Sun, Liang Xue +2
The widespread integration of Artificial Intelligence of Things (AIoT) in smart home environments has amplified the demand for transparent and interpretable machine learning models…
cs.CR2025
Enhancing Adversarial Robustness of IoT Intrusion Detection via SHAP-Based Attribution Fingerprinting
Dilli Prasad Sharma, Liang Xue, Xiaowei Sun +2
The rapid proliferation of Internet of Things (IoT) devices has transformed numerous industries by enabling seamless connectivity and data-driven automation. However, this expansio…
cs.AI2025
Towards integration of Privacy Enhancing Technologies in Explainable Artificial Intelligence
Sonal Allana, Rozita Dara, Xiaodong Lin +1
Explainable Artificial Intelligence (XAI) is a crucial pathway in mitigating the risk of non-transparency in the decision-making process of black-box Artificial Intelligence (AI) s…