471 citations · 2.2k across the 114 of their papers we have counts for
10 papers · 1 filter
Socially-Optimal Mechanism Design for Incentivized Online Learning
Zhiyuan Wang, Lin Gao, Jianwei Huang
Multi-arm bandit (MAB) is a classic online learning framework that studies the sequential decision-making in an uncertain environment. The MAB framework, however, overlooks the sce…
Tackling System and Statistical Heterogeneity for Federated Learning with Adaptive Client Sampling
Bing Luo, Wenli Xiao, Shiqiang Wang +2
Federated learning (FL) algorithms usually sample a fraction of clients in each round (partial participation) when the number of participants is large and the server's communicatio…
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 to shave peak load. Such a pricing scheme provides users with incentives to invest in behind-the-meter energy st…
Cost-Effective Federated Learning in Mobile Edge Networks
Bing Luo, Xiang Li, Shiqiang Wang +2
Federated learning (FL) is a distributed learning paradigm that enables a large number of mobile devices to collaboratively learn a model under the coordination of a central server…
Optimal UAV Hitching on Ground Vehicles
Lihua Ruan, Lingjie Duan, Jianwei Huang
Due to its mobility and agility, unmanned aerial vehicle (UAV) has emerged as a promising technology for various tasks, such as sensing, inspection and delivery. However, a typical…
The Privacy Paradox and Optimal Bias-Variance Trade-offs in Data Acquisition
Guocheng Liao, Yu Su, Juba Ziani +2
While users claim to be concerned about privacy, often they do little to protect their privacy in their online actions. One prominent explanation for this "privacy paradox" is that…
Strategic Information Revelation in Crowdsourcing Systems Without Verification
Chao Huang, Haoran Yu, Jianwei Huang +1
We study a crowdsourcing problem where the platform aims to incentivize distributed workers to provide high quality and truthful solutions without the ability to verify the solutio…
Reputation and Pricing Dynamics in Online Markets
Qian Ma, Jianwei Huang, Tamer Başar +2
We study the economic interactions among sellers and buyers in online markets. In such markets, buyers have limited information about the product quality, but can observe the selle…
Taming Time-Varying Information Asymmetry in Fresh Status Acquisition
Zhiyuan Wang, Lin Gao, Jianwei Huang
Many online platforms are providing valuable real-time contents (e.g., traffic) by continuously acquiring the status of different Points of Interest (PoIs). In status acquisition,…
An Incentive Mechanism for Sustainable Blockchain Storage
Yunshu Liu, Zhixuan Fang, Man Hon Cheung +2
Miners in a blockchain system are suffering from ever-increasing storage costs, which in general have not been properly compensated by the users' transaction fees. This reduces the…