UT Computer Science mourns the loss of Professor Emeritus E. Allen Emerson, winner of the most prestigious award in computer ...

I'm an assistant professor in the Computer Science Department and the Institute for Computational Engineering and Sciences (ICES) at the University of Texas at Austin. I was a PhD student at the ...

Artificial Intelligence and Life in 2030. Peter Stone, Rodney Brooks, Erik Brynjolfsson, Ryan Calo, Oren Etzioni, Greg Hager, Julia Hirschberg, Shivaram Kalyanakrishnan, Ece Kamar, Sarit Kraus, Kevin ...

Recent advances in autonomous vehicle technology will open the door to highlyefficient transportation systems in the future, as demonstrated by Autonomous Intersection Management, an intersection ...

Adding Influencing Agents to a Flock. Katie Genter and Peter Stone. @InProceedings{AAMAS16-katie, author = {Katie Genter and Peter Stone}, title = {Adding Influencing Agents to a Flock}, booktitle = ...

Transfer Learning for Reinforcement Learning Domains: A Survey. Matthew E. Taylor and Peter Stone. Journal of Machine Learning Research, 10(1):1633–1685, 2009.

Bilevel optimization (BO) is useful for solving a variety of important machine learning problems including but not limited to hyperparameter optimization, meta-learning, continual learning, and ...

In reinforcement learning (RL), a reward function that aligns exactly with a task's true performance metric is often sparse. For example, a true task metric might encode a reward of 1 upon success and ...

Multiagent Traffic Management: A Reservation-Based Intersection Control Mechanism. Kurt Dresner and Peter Stone. In The Third International Joint Conference on Autonomous Agents and Multiagent Systems ...

Recent work has shown that deep neural networks are capable ofapproximating both value functions and policies in reinforcementlearning domains featuring continuous state and actionspaces. However, to ...

Course Overview: Spectral graph theory studies how algebraic properties of matrices, most notably eigenvalues and eigenvectors, give information about the combinatorial structure of graphs, such as ...

Patrick MacAlpine and Peter Stone.