no code implementations • 27 Mar 2024 • Pan-Yang Su, Chinmay Maheshwari, Victoria Tuck, Shankar Sastry
The rise of advanced air mobility (AAM) is expected to become a multibillion-dollar industry in the near future.
no code implementations • 11 Jul 2023 • Chih-Yuan Chiu, Chinmay Maheshwari, Pan-Yang Su, Shankar Sastry
We prove that our adaptive learning and marginal pricing dynamics converge to a neighborhood of the socially optimal loads and tolls.
no code implementations • 21 May 2023 • Xin Guo, Xinyu Li, Chinmay Maheshwari, Shankar Sastry, Manxi Wu
In this new framework, Markov games are shown to be Markov $\alpha$-potential games, and the existence of an associated $\alpha$-potential function is established.
no code implementations • 10 Apr 2023 • Chih-Yuan Chiu, Chinmay Maheshwari, Pan-Yang Su, Shankar Sastry
Arc-based traffic assignment models (TAMs) are a popular framework for modeling traffic network congestion generated by self-interested travelers who sequentially select arcs based on their perceived latency on the network.
no code implementations • 2 Feb 2023 • Chinmay Maheshwari, James Cheng, S. Shankar Sasty, Lillian Ratliff, Eric Mazumdar
In this paper, we present an efficient algorithm to solve online Stackelberg games, featuring multiple followers, in a follower-agnostic manner.
no code implementations • 21 Oct 2022 • Deepan Muthirayan, Chinmay Maheshwari, Pramod P. Khargonekar, Shankar Sastry
We study the problem of online learning in two-sided non-stationary matching markets, where the objective is to converge to a stable match.
no code implementations • 6 Jun 2022 • Chinmay Maheshwari, Eric Mazumdar, Shankar Sastry
We study the problem of online learning in competitive settings in the context of two-sided matching markets.
no code implementations • 29 May 2022 • Chinmay Maheshwari, Manxi Wu, Druv Pai, Shankar Sastry
We propose a multi-agent reinforcement learning dynamics, and analyze its convergence in infinite-horizon discounted Markov potential games.
no code implementations • 17 Oct 2021 • Chinmay Maheshwari, Kshitij Kulkarni, Manxi Wu, Shankar Sastry
How to design tolls that induce socially optimal traffic loads with dynamically arriving travelers who make selfish routing decisions?
no code implementations • 16 Jun 2021 • Chinmay Maheshwari, Chih-Yuan Chiu, Eric Mazumdar, S. Shankar Sastry, Lillian J. Ratliff
Min-max optimization is emerging as a key framework for analyzing problems of robustness to strategically and adversarially generated data.
no code implementations • 12 Apr 2018 • Zeeshan Ahmad, Tian Xie, Chinmay Maheshwari, Jeffrey C. Grossman, Venkatasubramanian Viswanathan
We predict over 20 mechanically anisotropic interfaces between Li metal and 6 solid electrolytes which can be used to suppress dendrite growth.