172 citations · 324 across the 12 of their papers we have counts for
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cs.LG2020★ 5 cited
Tailoring: encoding inductive biases by optimizing unsupervised objectives at prediction time
Ferran Alet, Maria Bauza, Kenji Kawaguchi +3
From CNNs to attention mechanisms, encoding inductive biases into neural networks has been a fruitful source of improvement in machine learning. Adding auxiliary losses to the main…
cs.LG2020★ 16 cited
Meta-learning curiosity algorithms
Ferran Alet, Martin F. Schneider, Tomas Lozano-Perez +1
We hypothesize that curiosity is a mechanism found by evolution that encourages meaningful exploration early in an agent's life in order to expose it to experiences that enable it…