Brian Bullins
Research Subjects
Research Interests
Brian Bullins has a total of 4 co-authors. Here are the top co-authors by number of shared publications:
- Elad Hazan
Computer Science Department Princeton University
1 shared publication - Karan Singh
Princeton University and Google AI
1 shared publication - Naman Agarwal
Google Research Princeton
1 shared publication - Sham M. Kakade
University of Washington and Microsoft Research
1 shared publication
Latest Publications
- Open Access
Online Control with Adversarial Disturbances
We study the control of a linear dynamical system with adversarial disturbances (as opposed to statistical noise). The objective we consider is one of regret: we desire an online control procedure that can do nearly as well as that of a procedure that has full knowledge of the disturbances in hindsight. Our main result is an efficient algorithm that provides nearly tight regret bounds for this problem. From a technical standpoint, this work generalizes upon previous work in two main aspects: our model allows for adversarial noise in the dynamics, and allows for general convex costs.
Open AccessOnline Control with Adversarial Disturbances
We study the control of a linear dynamical system with adversarial disturbances (as opposed to statistical noise). The objective we consider is one of regret: we desire an online control procedure that can do nearly as well as that of a procedure that has full knowledge of the disturbances in hindsight. Our main result is an efficient algorithm that provides nearly tight regret bounds for this problem. From a technical standpoint, this work generalizes upon previous work in two main aspects: our model allows for adversarial noise in the dynamics, and allows for general convex costs.