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Marin Vlastelica Pogančić

2 accepted papers

2020

Differentiation of Blackbox Combinatorial Solvers

ICLR 2020spotlight

Achieving fusion of deep learning with combinatorial algorithms promises transformative changes to artificial intelligence. One possible approach is to introduce combinatorial building blocks into neural networks. Such end-to-end architectures have the potential to tackle combinatorial problems on r…

Cited by 171SourcecodeScholar
2019

Control What You Can: Intrinsically Motivated Task-Planning Agent

NeurIPS 2019poster

We present a novel intrinsically motivated agent that learns how to control the environment in a sample efficient manner, that is with as few environment interactions as possible, by optimizing learning progress. It learns what can be controlled, how to allocate time and attention as well as the rel…