Datasets › PHYRE
PHYRE (PHYsical REasoning)
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.
Benchmarks archive 2025-07-28
All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Visual Reasoning | PHYRE-1B-Cross | RPIN AUCCESS 42.2 | Learning Long-term Visual Dynamics with Region Proposal... | HaozhiQi/RPIN | 4 | Compare |
| Visual Reasoning | PHYRE-1B-Within | RPIN AUCCESS 85.2 | Learning Long-term Visual Dynamics with Region Proposal... | HaozhiQi/RPIN | 4 | Compare |
Papers archive 2025-07-28
4 shown of 4 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 35. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Physical Reasoning Using Dynamics-Aware Models | 1 | 2 | 20 Feb 2021 | not harvested |
| Learning Long-term Visual Dynamics with Region Proposal Interaction Networks | 1 | 2 | 5 Aug 2020 | ran 0 of 3 samples (3 unverified; 3 pointer-only for licence) |
| Forward Prediction for Physical Reasoning | 1 | 2 | 18 Jun 2020 | ran 0 of 3 samples (3 unverified) |
| PHYRE: A New Benchmark for Physical Reasoning | 2 | 2 | 15 Aug 2019 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- PHYRE
- PHYRE-1B-Within
- PHYRE-1B-Cross
3 variant names, as the archive lists them.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections