1 code implementation • 24 Sep 2018 • Akshat Agarwal, Abhinau Kumar V, Kyle Dunovan, Erik Peterson, Timothy Verstynen, Katia Sycara
The agent makes no decision by default, and the burden of proof to make a decision falls on the policy to accrue evidence strongly in favor of a single decision.
1 code implementation • 10 Sep 2018 • Erik J Peterson, Necati Alp Müyesser, Timothy Verstynen, Kyle Dunovan
Deep reinforcement learning can match or exceed human performance in stable contexts, but with minor changes to the environment artificial networks, unlike humans, often cannot adapt.
1 code implementation • 20 Jan 2018 • Necati Alp Muyesser, Kyle Dunovan, Timothy Verstynen
Recent advances in deep learning have allowed artificial agents to rival human-level performance on a wide range of complex tasks; however, the ability of these networks to learn generalizable strategies remains a pressing challenge.