The Cognitive Robot Autonomy and Learning (CoRAL) Lab, led by Professor Ahmed Qureshi, has an immediate opening for a postdoctoral position focused on physics-informed methods for scaling deep reinforcement learning to complex dynamical systems. The position is initially open for one year and will be renewed annually based on performance. The candidate will have the opportunity to publish and present papers at top conferences such as RSS, ICRA, ICML, and NeurIPS and collaborate with an outstanding team of graduate and undergraduate students. The Cognitive Robot Autonomy and Learning (CoRAL) Lab is in the Department of Computer Science at Purdue University. The lab offers an excellent environment for exploring different aspects of robotics, from algorithm development to real-robot implementations.