5 citations · 17 across the 8 of their papers we have counts for
8 papers
Scheduling in Queueing Systems with Uncertain and Evolving Holding Costs
Caner Gocmen, Thodoris Lykouris, Deeksha Sinha +1
In content moderation for social media platforms, the cost of delaying the review of a content is proportional to its view trajectory, which fluctuates and is apriori unknown. Moti…
Learning to Defer in Congested Systems: The AI-Human Interplay
Thodoris Lykouris, Wentao Weng
High-stakes applications rely on combining Artificial Intelligence (AI) and humans for responsive and reliable decision making. For example, content moderation in social media plat…
The Transient Cost of Learning in Queueing Systems
Daniel Freund, Thodoris Lykouris, Wentao Weng
Queueing systems are widely applicable stochastic models with use cases in communication networks, healthcare, service systems, etc. Although their optimal control has been extensi…
Efficient decentralized multi-agent learning in asymmetric bipartite queueing systems
Daniel Freund, Thodoris Lykouris, Wentao Weng
We study decentralized multi-agent learning in bipartite queueing systems, a standard model for service systems. In particular, N agents request service from K servers in a fully d…
Labor-right Protecting Dispatch of Meal Delivery Platforms
Wentao Weng, Yang Yu
The boom in the meal delivery industry brings growing concern about the labor rights of riders. Current dispatch policies of meal-delivery platforms focus mainly on satisfying cons…
Optimal Load Balancing in Bipartite Graphs
Wentao Weng, Xingyu Zhou, R. Srikant
Applications in cloud platforms motivate the study of efficient load balancing under job-server constraints and server heterogeneity. In this paper, we study load balancing on a bi…
The Mean-Squared Error of Double Q-Learning
Wentao Weng, Harsh Gupta, Niao He +2
In this paper, we establish a theoretical comparison between the asymptotic mean-squared error of Double Q-learning and Q-learning. Our result builds upon an analysis for linear st…
Achieving Zero Asymptotic Queueing Delay for Parallel Jobs
Wentao Weng, Weina Wang
Zero queueing delay is highly desirable in large-scale computing systems. Existing work has shown that it can be asymptotically achieved by using the celebrated Power-of--choice…