34 citations · 82 across the 11 of their papers we have counts for
19 papers
Learning to Minimize Age of Information over an Unreliable Channel with Energy Harvesting
Elif Tugce Ceran, Deniz Gunduz, Andras Gyorgy
The time average expected age of information (AoI) is studied for status updates sent over an error-prone channel from an energy-harvesting transmitter with a finite-capacity batte…
A Reinforcement Learning Approach to Age of Information in Multi-User Networks with HARQ
Elif Tugce Ceran, Deniz Gunduz, Andras Gyorgy
Scheduling the transmission of time-sensitive information from a source node to multiple users over error-prone communication channels is studied with the goal of minimizing the lo…
Adapting to Delays and Data in Adversarial Multi-Armed Bandits
András György, Pooria Joulani
We consider the adversarial multi-armed bandit problem under delayed feedback. We analyze variants of the Exp3 algorithm that tune their step-size using only information (about the…
Mirror Descent and the Information Ratio
Tor Lattimore, András György
We establish a connection between the stability of mirror descent and the information ratio by Russo and Van Roy [2014]. Our analysis shows that mirror descent with suitable loss e…
Minimal Assumptions Refinement for GR(1) Specifications
Davide G. Cavezza, Dalal Alrajeh, Andras Gyorgy
Reactive synthesis is concerned with finding a correct-by-construction controller from formal specifications, typically expressed in Linear Temporal Logic (LTL). The specifications…
Meta-learning of Sequential Strategies
Pedro A. Ortega, Jane X. Wang, Mark Rowland +21
In this report we review memory-based meta-learning as a tool for building sample-efficient strategies that learn from past experience to adapt to any task within a target class. O…