Author

Siddhartha Ganguly

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#machine learning Preprint Oct 2026

Beyond Nominal Equilibria: Risk-Averse Multi-Population Mean-Field Games

Recent advances in mean-field games and its multi-population variants enable large-scale heterogeneous multi-agent systems to be modeled through representative agents and their associated mean-field distributions. However, existing approaches do not explicitly account for uncertainty in the behavior of other population...

Bhavini Jeloka, Siddhartha Ganguly, Panagiotis Tsiotras · 0 citations

Preprint Aug 2026

Constrained minmax density transportation for linear parabolic PDEs: a numerical optimal control perspective

This article introduces a numerical optimal control framework for minmax constrained density control for a class of noisy linear parabolic partial differential equations (PDEs), in particular the noisy heat equation. The goal is to transport an initial density to a target density while minimizing a specified cost with...

Siddhartha Ganguly, Vaibhav Upadhyay, Kenji Kashima et al. · 0 citations