5 citations · 17 across the 8 of their papers we have counts for
4 papers · 1 filter
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…
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…