6 citations · 29 across the 16 of their papers we have counts for
4 papers · 1 filter
Convergence and Stability of Coupled Belief--Strategy Learning Dynamics in Continuous Games
Manxi Wu, Saurabh Amin, Asuman Ozdaglar
We propose a learning dynamics to model how strategic agents repeatedly play a continuous game while relying on an information platform to learn an unknown payoff-relevant paramete…
Independent and Decentralized Learning in Markov Potential Games
Chinmay Maheshwari, Manxi Wu, Druv Pai +1
We study a multi-agent reinforcement learning dynamics, and analyze its asymptotic behavior in infinite-horizon discounted Markov potential games. We focus on the independent and d…
Inducing Social Optimality in Games via Adaptive Incentive Design
Chinmay Maheshwari, Kshitij Kulkarni, Manxi Wu +1
How can a social planner adaptively incentivize selfish agents who are learning in a strategic environment to induce a socially optimal outcome in the long run? We propose a two-ti…
Interpretable Machine Learning Models for Modal Split Prediction in Transportation Systems
Aron Brenner, Manxi Wu, Saurabh Amin
Modal split prediction in transportation networks has the potential to support network operators in managing traffic congestion and improving transit service reliability. We focus…