87 citations · 559 across the 59 of their papers we have counts for
6 papers · 1 filter
Multi-armed Bandits with Compensation
Siwei Wang, Longbo Huang
We propose and study the known-compensation multi-arm bandit (KCMAB) problem, where a system controller offers a set of arms to many short-term players for steps. In each step,…
Loyalty Programs in the Sharing Economy: Optimality and Competition
Zhixuan Fang, Longbo Huang, Adam Wierman
Loyalty programs are important tools for sharing platforms seeking to grow supply. Online sharing platforms use loyalty programs to heavily subsidize resource providers, encouragin…
Beyond the Click-Through Rate: Web Link Selection with Multi-level Feedback
Kun Chen, Kechao Cai, Longbo Huang +1
The web link selection problem is to select a small subset of web links from a large web link pool, and to place the selected links on a web page that can only accommodate a limite…
Double Quantization for Communication-Efficient Distributed Optimization
Yue Yu, Jiaxiang Wu, Longbo Huang
Modern distributed training of machine learning models suffers from high communication overhead for synchronizing stochastic gradients and model parameters. In this paper, to reduc…
A Deep Reinforcement Learning Framework for Rebalancing Dockless Bike Sharing Systems
Ling Pan, Qingpeng Cai, Zhixuan Fang +2
Bike sharing provides an environment-friendly way for traveling and is booming all over the world. Yet, due to the high similarity of user travel patterns, the bike imbalance probl…
Timely-Throughput Optimal Scheduling with Prediction
Kun Chen, Longbo Huang
Motivated by the increasing importance of providing delay-guaranteed services in general computing and communication systems, and the recent wide adoption of learning and predictio…