6 citations · 17 across the 11 of their papers we have counts for
3 papers · 1 filter
Efficient Parallel Reinforcement Learning Framework using the Reactor Model
Jacky Kwok, Marten Lohstroh, Edward A. Lee
Parallel Reinforcement Learning (RL) frameworks are essential for mapping RL workloads to multiple computational resources, allowing for faster generation of samples, estimation of…
Modal Reactors
Alexander Schulz-Rosengarten, Reinhard von Hanxleden, Marten Lohstroh +2
Complex software systems often feature distinct modes of operation, each designed to handle a particular scenario that may require the system to respond in a certain way. Breaking…
Consistency vs. Availability in Distributed Real-Time Systems
Edward A. Lee, Ravi Akella, Soroush Bateni +3
In distributed applications, Brewer's CAP theorem tells us that when networks become partitioned (P), one must give up either consistency (C) or availability (A). Consistency is ag…