471 citations · 2.2k across the 114 of their papers we have counts for
6 papers · 1 filter
Selfish Caching Games on Directed Graphs
Qian Ma, Edmund Yeh, Jianwei Huang
Caching networks can reduce the routing costs of accessing contents by caching contents closer to users. However, cache nodes may belong to different entities and behave selfishly…
Incentive Mechanism Design for Distributed Coded Machine Learning
Ningning Ding, Zhixuan Fang, Lingjie Duan +1
A distributed machine learning platform needs to recruit many heterogeneous worker nodes to finish computation simultaneously. As a result, the overall performance may be degraded…
Cost-Effective Federated Learning Design
Bing Luo, Xiang Li, Shiqiang Wang +2
Federated learning (FL) is a distributed learning paradigm that enables a large number of devices to collaboratively learn a model without sharing their raw data. Despite its pract…
Economics of Mobile Data Trading Market
Junlin Yu, Man Hon Cheung, Jianwei Huang
To exploit users' heterogeneous data demands, several mobile network operators worldwide have launched the mobile data trading markets, where users can trade mobile data quota with…
Contract-based Time-of-use Pricing for Energy Storage Investment
Dongwei Zhao, Hao Wang, Jianwei Huang +1
Time-of-use (ToU) pricing is widely used by the electricity utility. A carefully designed ToU pricing can incentivize end-users' energy storage deployment, which helps shave the sy…
Pricing Fresh Data
Meng Zhang, Ahmed Arafa, Jianwei Huang +1
We introduce the concept of {\it fresh data trading}, in which a destination user requests, and pays for, fresh data updates from a source provider, and data freshness is captured…