Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: PHYRE: A New Benchmark for Physical Reasoning   Understanding and reasoning about physics is an important ability of
intelligent agents. We develop the PHYRE benchmark for physical reasoning that
contains a set of simple classical mechanics puzzles in a 2D physical
environment. The benchmark is designed to encourage the development of learning
algorithms that are sample-efficient and generalize well across puzzles. We
test several modern learning algorithms on PHYRE and find that these algorithms
fall short in solving the puzzles efficiently. We expect that PHYRE will
encourage the development of novel sample-efficient agents that learn efficient
but useful models of physics. For code and to play PHYRE for yourself, please
visit https://player.phyre.ai.

31
The categories of this paper are: ao-sci
19
The categories of this paper are: eess
10
The categories of this paper are: q-bio
36
The categories of this paper are: cmp-lg
4
The categories of this paper are: cond-mat
3
The categories of this paper are: physics
22
The categories of this paper are: chao-dyn
23
The categories of this paper are: solv-int
2
The categories of this paper are: math
35
The categories of this paper are: mtrl-th
9
The categories of this paper are: nlin
7
The categories of this paper are: hep-th
20
The categories of this paper are: acc-phys
17
The categories of this paper are: q-fin
28
The categories of this paper are: alg-geom
21
The categories of this paper are: adap-org