Search Results for author: Marin Vlastelica Pogančić

Found 3 papers, 1 papers with code

Neuro-algorithmic Policies for Discrete Planning

no code implementations1 Jan 2021 Marin Vlastelica Pogančić, Michal Rolinek, Georg Martius

Although model-based and model-free approaches to learning control of systems have achieved impressive results on standard benchmarks, most have been shown to be lacking in their generalization capabilities.

Discrete Planning with Neuro-algorithmic Policies

no code implementations NeurIPS Workshop LMCA 2020 Marin Vlastelica Pogančić, Michal Rolinek, Georg Martius

Although model-based and model-free approaches to learning the control of systems have achieved impressive results on standard benchmarks, most have been shown to be lacking in their generalization capabilities.

Control What You Can: Intrinsically Motivated Task-Planning Agent

1 code implementation NeurIPS 2019 Sebastian Blaes, Marin Vlastelica Pogančić, Jia-Jie Zhu, Georg Martius

We present a novel intrinsically motivated agent that learns how to control the environment in the fastest possible manner by optimizing learning progress.

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