85 citations · 94 across the 3 of their papers we have counts for
3 papers
cs.CE2021
Similarity metrics for Different Market Scenarios in Abides
Diego Pino, Javier García, Fernando Fernández +1
Markov Decision Processes (MDPs) are an effective way to formally describe many Machine Learning problems. In fact, recently MDPs have also emerged as a powerful framework to model…
cs.LG2021★ 9 cited
A Taxonomy of Similarity Metrics for Markov Decision Processes
Álvaro Visús, Javier García, Fernando Fernández
Although the notion of task similarity is potentially interesting in a wide range of areas such as curriculum learning or automated planning, it has mostly been tied to transfer le…
cs.LG2014★ 85 cited
Safe Exploration of State and Action Spaces in Reinforcement Learning
Javier Garcia, Fernando Fernandez
In this paper, we consider the important problem of safe exploration in reinforcement learning. While reinforcement learning is well-suited to domains with complex transition dynam…