Archive for March, 2018

Title: Towards Cooperation in Sequential Prisoner’s Dilemmas: a Deep Multiagent   Reinforcement Learning Approach Authors: Weixun Wang, Jianye Hao, Yixi Wang, Matthew Taylor Categories: cs.AI cs.GT cs.LG cs.MA Comments: 13 pages, 21 figures The Iterated Prisoner’s Dilemma has guided research on social dilemmas for decades. However, it distinguishes between only two atomic actions: cooperate and […]

Title: Selective Experience Replay for Lifelong Learning Authors: David Isele, Akansel Cosgun Categories: cs.AI Comments: Presented in 32nd Conference on Artificial Intelligence (AAAI 2018) Deep reinforcement learning has emerged as a powerful tool for a variety of learning tasks, however deep nets typically exhibit forgetting when learning multiple tasks in sequence. To mitigate forgetting, we […]