1 citations · 1 across the 5 of their papers we have counts for
5 papers
Byzantine-Robust Distributed SGD: A Unified Analysis and Tight Error Bounds
Boyuan Ruan, Xiaoyu Wang, Ya-Feng Liu
Byzantine-robust distributed optimization relies on robust aggregation rules to mitigate the influence of malicious Byzantine workers. Despite the proliferation of such rules, a un…
Breaking the Static Graph: Context-Aware Traversal for Robust Retrieval-Augmented Generation
Kwun Hang Lau, Fangyuan Zhang, Boyu Ruan +4
Recent advances in Retrieval-Augmented Generation (RAG) have shifted from simple vector similarity to structure-aware approaches like HippoRAG, which leverage Knowledge Graphs (KGs…
Dynamic Structural Clustering Unleashed: Flexible Similarities, Versatile Updates and for All Parameters
Zhuowei Zhao, Junhao Gan, Boyu Ruan +3
We study structural clustering on graphs in dynamic scenarios, where the graphs can be updated by arbitrary insertions or deletions of edges/vertices. The goal is to efficiently co…
Frequency-based Randomization for Guaranteeing Differential Privacy in Spatial Trajectories
Fengmei Jin, Wen Hua, Boyu Ruan +1
With the popularity of GPS-enabled devices, a huge amount of trajectory data has been continuously collected and a variety of location-based services have been developed that great…
Dynamic Structural Clustering on Graphs
Boyu Ruan, Junhao Gan, Hao Wu +1
Structural Clustering () is one of the most popular graph clustering paradigms. In this paper, we consider under two commonly adapted similarities, namely Jaccard…