Search Results for author: Javier García

Found 4 papers, 0 papers with code

Similarity metrics for Different Market Scenarios in Abides

no code implementations20 Jul 2021 Diego Pino, Javier García, Fernando Fernández, Svitlana S Vyetrenko

Regarding the second one, this paper uses Probabilistic Policy Reuse to balance the exploitation/exploration in the learning of a new financial MDP according to the similarity of the previous financial MDPs whose knowledge is reused.

Transfer Learning

Disk, Corona, Jet Connection in the Intermediate State of MAXI J1820+070 Revealed by NICER Spectral-Timing Analysis

no code implementations9 Mar 2021 Jingyi Wang, Guglielmo Mastroserio, Erin Kara, Javier García, Adam Ingram, Riley Connors, Michiel van der Klis, Thomas Dauser, James Steiner, Douglas Buisson, Jeroen Homan, Matteo Lucchini, Andrew Fabian, Joe Bright, Rob Fender, Edward Cackett, Ron Remillard

We find the corona expansion (as probed by reverberation) precedes a radio flare by ~5 days, which may suggest that the hard-to-soft transition is marked by the corona expanding vertically and launching a jet knot that propagates along the jet stream at relativistic velocities.

High Energy Astrophysical Phenomena

A Taxonomy of Similarity Metrics for Markov Decision Processes

no code implementations8 Mar 2021 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 learning.

Reinforcement Learning (RL) Transfer Learning

Disturbing Reinforcement Learning Agents with Corrupted Rewards

no code implementations12 Feb 2021 Rubén Majadas, Javier García, Fernando Fernández

Reinforcement Learning (RL) algorithms have led to recent successes in solving complex games, such as Atari or Starcraft, and to a huge impact in real-world applications, such as cybersecurity or autonomous driving.

Autonomous Driving reinforcement-learning +2

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