MAGIC: Detecting Advanced Persistent Threats via Masked Graph Representation Learning

1 code implementation • 15 Oct 2023 • Zian Jia, Yun Xiong, Yuhong Nan, Yao Zhang, Jinjing Zhao, Mi Wen

Data provenance analysis on provenance graphs has emerged as a common approach in APT detection.

Graph Representation Learning Outlier Detection

RAIN: Your Language Models Can Align Themselves without Finetuning

1 code implementation • 13 Sep 2023 • Yuhui Li, Fangyun Wei, Jinjing Zhao, Chao Zhang, Hongyang Zhang

We discover that by integrating self-evaluation and rewind mechanisms, unaligned LLMs can directly produce responses consistent with human preferences via self-boosting.

Adversarial Attack

Tree-based Search Graph for Approximate Nearest Neighbor Search

1 code implementation • 10 Jan 2022 • Xiaobin Fan, XiaoPing Wang, Kai Lu, Lei Xue, Jinjing Zhao

Research by Fu et al. shows that the algorithms based on Monotonic Search Network (MSNET), such as NSG and NSSG, have achieved the state-of-the-art search performance in efficiency.