MADRaS is a Multi-Agent Autonomous Driving Simulator built on top of TORCS. The simulator can be used to test autonomous vehicle algorithms both heuristic and learning based on an inherently multi agent setting.
Implemented and tested various Constraint Optimization based Safe Reinforcement Learning algorithms for autonomous control and navigation on simulations.