284 citations · 666 across the 17 of their papers we have counts for
3 papers · 1 filter
T-Learning
Vincent Graziano, Faustino Gomez, Mark Ring +1
Traditional Reinforcement Learning (RL) has focused on problems involving many states and few actions, such as simple grid worlds. Most real world problems, however, are of the opp…
A Linear Time Natural Evolution Strategy for Non-Separable Functions
Yi Sun, Faustino Gomez, Tom Schaul +1
We present a novel Natural Evolution Strategy (NES) variant, the Rank-One NES (R1-NES), which uses a low rank approximation of the search distribution covariance matrix. The algori…
Planning to Be Surprised: Optimal Bayesian Exploration in Dynamic Environments
Yi Sun, Faustino Gomez, Juergen Schmidhuber
To maximize its success, an AGI typically needs to explore its initially unknown world. Is there an optimal way of doing so? Here we derive an affirmative answer for a broad class…