Postdoctoral Fellow MILA (Montreal Institute for Learning Algorithms) Email: penny.ling.pan [@] gmail [DOT] com
My research interests mainly include theoretical understanding, algorithmic improvements and practical application of generative flow networks (GFlowNets) , reinforcement learning and multi-agent systems. I focus on developing robust, efficient, and practical deep reinforcement learning algorithms. I am also interested in the application of reinforcement learning in practical problems like computational sustainability and drug discovery.
Let the Flows Tell: Solving Graph Combinatorial Problems with GFlowNets Dinghuai Zhang, Hanjun Dai, Nikolay Malkin, Aaron Courville, Yoshua Bengio, Ling Pan Preprint [ PDF ] [ Code ]