2 papers
cs.LG2024
Maintaining Adversarial Robustness in Continuous Learning
Xiaolei Ru, Xiaowei Cao, Zijia Liu +5
Adversarial robustness is essential for security and reliability of machine learning systems. However, adversarial robustness enhanced by defense algorithms is easily erased as the…
cs.LG2023
Interpretable System Identification and Long-term Prediction on Time-Series Data
Xiaoyi Liu, Duxin Chen, Wenjia Wei +2
Time-series prediction has drawn considerable attention during the past decades fueled by the emerging advances of deep learning methods. However, most neural network based methods…