no code implementations • 9 Feb 2021 • Muhammad Khan, Yasir Zaki, Shiva Iyer, Talal Ahamd, Thomas Pötsch, Jay Chen, Anirudh Sivaraman, Lakshmi Subramanian
Analyzing and interpreting the exact behavior of new delay-based congestion control protocols with complex non-linear control loops is exceptionally difficult in highly variable networks such as cellular networks.
Networking and Internet Architecture Systems and Control Systems and Control
1 code implementation • 18 Dec 2017 • Joel Lehman, Jay Chen, Jeff Clune, Kenneth O. Stanley
While neuroevolution (evolving neural networks) has a successful track record across a variety of domains from reinforcement learning to artificial life, it is rarely applied to large, deep neural networks.
no code implementations • 18 Dec 2017 • Joel Lehman, Jay Chen, Jeff Clune, Kenneth O. Stanley
However, this ES optimizes for a different gradient than just reward: It optimizes for the average reward of the entire population, thereby seeking parameters that are robust to perturbation.