284 citations · 666 across the 17 of their papers we have counts for
Showing 2011 · cs.AIShow all
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cs.AI2011★ 7 cited
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…
cs.AI2011★ 26 cited
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…