Simin Li

Large dataset summarization with automatic parameter optimization and parallel processing for outlier detection

2017

As one of the most important research problems of data analytics and data mining, outlier detection from large datasets has drawn many research attentions in recent years. In this paper, we investigate the interesting research …

Towards Comprehensive Testing on the Robustness of Cooperative Multi-agent Reinforcement Learning

2022 · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)

While deep neural networks (DNNs) have strengthened the performance of cooperative multi-agent reinforcement learning (c-MARL), the agent policy can be easily perturbed by adversarial examples. Considering the safety critical applications of c-MARL, such as traffic …