382 citations · 1.2k across the 106 of their papers we have counts for
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cs.NE2021★ 6 cited
Evolutionary Training and Abstraction Yields Algorithmic Generalization of Neural Computers
Daniel Tanneberg, Elmar Rueckert, Jan Peters
A key feature of intelligent behaviour is the ability to learn abstract strategies that scale and transfer to unfamiliar problems. An abstract strategy solves every sample from a p…
cs.NE2019★ 1 cited
Learning Algorithmic Solutions to Symbolic Planning Tasks with a Neural Computer Architecture
Daniel Tanneberg, Elmar Rueckert, Jan Peters
A key feature of intelligent behavior is the ability to learn abstract strategies that transfer to unfamiliar problems. Therefore, we present a novel architecture, based on memory-…