7.1k citations · 10.4k across the 36 of their papers we have counts for
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cs.LG2019★ 15 cited
A Perspective on Objects and Systematic Generalization in Model-Based RL
Sjoerd van Steenkiste, Klaus Greff, Jürgen Schmidhuber
In order to meet the diverse challenges in solving many real-world problems, an intelligent agent has to be able to dynamically construct a model of its environment. Objects facili…
cs.LG2019★ 231 cited
Multi-Object Representation Learning with Iterative Variational Inference
Klaus Greff, Raphaël Lopez Kaufman, Rishabh Kabra +6
Human perception is structured around objects which form the basis for our higher-level cognition and impressive systematic generalization abilities. Yet most work on representatio…