236 citations · 1.8k across the 47 of their papers we have counts for
47 papers
TopoCompress: Topology Aware Token Compression Algorithm for Distributed Edge MoE Inference
Ning Li, Xinyu Wang, Xin Yuan +3
Mixture-of-experts (MoE) models improve capacity with moderate overhead by sparsely activating experts per token. However, deploying MoE across resource-constrained edge servers in…
OrderMoE: An expert similarity driven distributed edge MoE inference
Xin Yuan, Ning Li, Quan Chen +2
Although mixture-of-experts, MoE, models have been increasingly adopted to scale large language models with moderate computation cost, it remains challenging to deploy MoE inferenc…
Quantum Speedup for the Maximum Cut Problem
Weng-Long Chang, Renata Wong, Wen-Yu Chung +3
Given an undirected, unweighted graph with vertices and edges, the maximum cut problem is to find a partition of the vertices into disjoint subsets and such…
Auction Based Clustered Federated Learning in Mobile Edge Computing System
Renhao Lu, Weizhe Zhang, Qiong Li +2
In recent years, mobile clients' computing ability and storage capacity have greatly improved, efficiently dealing with some applications locally. Federated learning is a promising…
Security and Privacy for Artificial Intelligence: Opportunities and Challenges
Ayodeji Oseni, Nour Moustafa, Helge Janicke +3
The increased adoption of Artificial Intelligence (AI) presents an opportunity to solve many socio-economic and environmental challenges; however, this cannot happen without securi…
SG-PBFT: a Secure and Highly Efficient Blockchain PBFT Consensus Algorithm for Internet of Vehicles
Guangquan Xu, Yihua Liu, Jun Xing +5
The Internet of Vehicles (IoV) is an application of the Internet of things (IoT). It faces two main security problems: (1) the central server of the IoV may not be powerful enough…