activity
20132022
most citedActor-Critic Algorithms for Learning Nash Equilibria in N-player General-Sum Games

5 citations · 10 across the 5 of their papers we have counts for

collaborators

5 papers

math.AP2022

Existence of variational solutions to nonlocal evolution equations via convex minimization

Harsh Prasad, Vivek Tewary

We prove existence of variational solutions for a class of nonlocal evolution equations whose prototype is the double phase equation \begin{align*} \partial_t u &+ \text{P.V.}\int_…

cs.LG2015

A constrained optimization perspective on actor critic algorithms and application to network routing

Prashanth L. A., H. L. Prasad, Shalabh Bhatnagar +1

We propose a novel actor-critic algorithm with guaranteed convergence to an optimal policy for a discounted reward Markov decision process. The actor incorporates a descent directi…

cs.LG2015★ 4 cited

A Study of Gradient Descent Schemes for General-Sum Stochastic Games

H. L. Prasad, Shalabh Bhatnagar

Zero-sum stochastic games are easy to solve as they can be cast as simple Markov decision processes. This is however not the case with general-sum stochastic games. A fairly genera…

cs.GT2014★ 5 cited

Actor-Critic Algorithms for Learning Nash Equilibria in N-player General-Sum Games

H. L Prasad, L. A. Prashanth, Shalabh Bhatnagar

We consider the problem of finding stationary Nash equilibria (NE) in a finite discounted general-sum stochastic game. We first generalize a non-linear optimization problem from Fi…

eess.SY2013★ 1 cited

Simultaneous Perturbation Methods for Adaptive Labor Staffing in Service Systems

L. A. Prashanth, H. L. Prasad, Nirmit Desai +2

Service systems are labor intensive due to the large variation in the tasks required to address service requests from multiple customers. Aligning the staffing levels to the foreca…