Solving Physics Puzzles by Reasoning about Paths

Harter A, Melnik A, Kumar G, Agarwal D, Garg A, Ritter H (2020)
arXiv:2011.07357.

Preprint | Englisch
 
Autor*in
Harter, Augustin; Melnik, AndrewUniBi; Kumar, Gaurav; Agarwal, Dhruv; Garg, Animesh; Ritter, HelgeUniBi
Abstract / Bemerkung
We propose a new deep learning model for goal-driven tasks that require intuitive physical reasoning and intervention in the scene to achieve a desired end goal. Its modular structure is motivated by hypothesizing a sequence of intuitive steps that humans apply when trying to solve such a task. The model first predicts the path the target object would follow without intervention and the path the target object should follow in order to solve the task. Next, it predicts the desired path of the action object and generates the placement of the action object. All components of the model are trained jointly in a supervised way; each component receives its own learning signal but learning signals are also backpropagated through the entire architecture. To evaluate the model we use PHYRE - a benchmark test for goal-driven physical reasoning in 2D mechanics puzzles.
Stichworte
PHYRE; intuitive physical reasoning
Erscheinungsjahr
2020
Zeitschriftentitel
arXiv:2011.07357
Page URI
https://pub.uni-bielefeld.de/record/2948844

Zitieren

Harter A, Melnik A, Kumar G, Agarwal D, Garg A, Ritter H. Solving Physics Puzzles by Reasoning about Paths. arXiv:2011.07357. 2020.
Harter, A., Melnik, A., Kumar, G., Agarwal, D., Garg, A., & Ritter, H. (2020). Solving Physics Puzzles by Reasoning about Paths. arXiv:2011.07357
Harter, A., Melnik, A., Kumar, G., Agarwal, D., Garg, A., and Ritter, H. (2020). Solving Physics Puzzles by Reasoning about Paths. arXiv:2011.07357.
Harter, A., et al., 2020. Solving Physics Puzzles by Reasoning about Paths. arXiv:2011.07357.
A. Harter, et al., “Solving Physics Puzzles by Reasoning about Paths”, arXiv:2011.07357, 2020.
Harter, A., Melnik, A., Kumar, G., Agarwal, D., Garg, A., Ritter, H.: Solving Physics Puzzles by Reasoning about Paths. arXiv:2011.07357. (2020).
Harter, Augustin, Melnik, Andrew, Kumar, Gaurav, Agarwal, Dhruv, Garg, Animesh, and Ritter, Helge. “Solving Physics Puzzles by Reasoning about Paths”. arXiv:2011.07357 (2020).
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