SoK: Comparing Different Membership Inference Attacks with a Comprehensive Benchmark

1 code implementation • 12 Jul 2023 • Jun Niu, Xiaoyan Zhu, Moxuan Zeng, Ge Zhang, Qingyang Zhao, Chunhui Huang, Yangming Zhang, Suyu An, Yangzhong Wang, Xinghui Yue, Zhipeng He, Weihao Guo, Kuo Shen, Peng Liu, Yulong Shen, Xiaohong Jiang, Jianfeng Ma, Yuqing Zhang

We have identified three principles for the proposed "comparing different MI attacks" methodology, and we have designed and implemented the MIBench benchmark with 84 evaluation scenarios for each dataset.

Soft Hierarchical Graph Recurrent Networks for Many-Agent Partially Observable Environments

no code implementations • 5 Sep 2021 • Zhenhui Ye, Xiaohong Jiang, Guanghua Song, Bowei Yang

The recent progress in multi-agent deep reinforcement learning(MADRL) makes it more practical in real-world tasks, but its relatively poor scalability and the partially observable constraints raise challenges to its performance and deployment.

Graph Attention

Smart Contract-Based Access Control for the Internet of Things

no code implementations • 13 Feb 2018 • Yuanyu Zhang, Shoji Kasahara, Yulong Shen, Xiaohong Jiang, Jianxiong Wan

This paper investigates a critical access control issue in the Internet of Things (IoT).

Cryptography and Security