36 citations · 59 across the 5 of their papers we have counts for
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cs.AI2019★ 12 cited
Reinforcement Learning Upside Down: Don't Predict Rewards -- Just Map Them to Actions
Juergen Schmidhuber
We transform reinforcement learning (RL) into a form of supervised learning (SL) by turning traditional RL on its head, calling this Upside Down RL (UDRL). Standard RL predicts rew…
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…