240 citations · 390 across the 15 of their papers we have counts for
15 papers
OmniSense: Towards Edge-Assisted Online Analytics for 360-Degree Videos
Miao Zhang, Yifei Zhu, Linfeng Shen +2
With the reduced hardware costs of omnidirectional cameras and the proliferation of various extended reality applications, more and more videos are being captured. To f…
Network Characteristics of LEO Satellite Constellations: A Starlink-Based Measurement from End Users
Sami Ma, Yi Ching Chou, Haoyuan Zhao +3
Low Earth orbit Satellite Networks (LSNs) have been advocated as a key infrastructure for truly global coverage in the forthcoming 6G. This paper presents our initial measurement r…
Bandwidth-Efficient Multi-video Prefetching for Short Video Streaming
Xutong Zuo, Yishu Li, Mohan Xu +6
Applications that allow sharing of user-created short videos exploded in popularity in recent years. A typical short video application allows a user to swipe away the current video…
Optimal Rate Adaption in Federated Learning with Compressed Communications
Laizhong Cui, Xiaoxin Su, Yipeng Zhou +1
Federated Learning (FL) incurs high communication overhead, which can be greatly alleviated by compression for model updates. Yet the tradeoff between compression and model accurac…
Federated Unlearning
Gaoyang Liu, Xiaoqiang Ma, Yang Yang +2
Federated learning (FL) has recently emerged as a promising distributed machine learning (ML) paradigm. Practical needs of the "right to be forgotten" and countering data poisoning…
Personalized Cross-Silo Federated Learning on Non-IID Data
Yutao Huang, Lingyang Chu, Zirui Zhou +4
Non-IID data present a tough challenge for federated learning. In this paper, we explore a novel idea of facilitating pairwise collaborations between clients with similar data. We…