3 papers
cs.AI2020
Zone pAth Construction (ZAC) based Approaches for Effective Real-Time Ridesharing
Meghna Lowalekar, Pradeep Varakantham, Patrick Jaillet
Real-time ridesharing systems such as UberPool, Lyft Line, GrabShare have become hugely popular as they reduce the costs for customers, improve per trip revenue for drivers and red…
cs.LG2020
On Solving Cooperative MARL Problems with a Few Good Experiences
Rajiv Ranjan Kumar, Pradeep Varakantham
Cooperative Multi-agent Reinforcement Learning (MARL) is crucial for cooperative decentralized decision learning in many domains such as search and rescue, drone surveillance, pack…
cs.GT2019
Solving Online Threat Screening Games using Constrained Action Space Reinforcement Learning
Sanket Shah, Arunesh Sinha, Pradeep Varakantham +2
Large-scale screening for potential threats with limited resources and capacity for screening is a problem of interest at airports, seaports, and other ports of entry. Adversaries…