{"url":"/dataset/phyre","name":"PHYRE","full_name":"PHYsical REasoning","description_markdown":"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. \r\n\r\nSource: [PHYRE: A New Benchmark for Physical Reasoning](/paper/phyre-a-new-benchmark-for-physical-reasoning)","description_withheld":null,"homepage":"https://player.phyre.ai","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/phyre-a-new-benchmark-for-physical-reasoning","title":"PHYRE: A New Benchmark for Physical Reasoning","first_author":"Anton Bakhtin","url":null},"license":{"name":"Apache License 2.0","url":"https://github.com/facebookresearch/phyre/blob/master/LICENSE"},"modalities":[{"name":"Environment","url":"/datasets/modality/environment"}],"tasks":[{"name":"Common Sense Reasoning","url":"/task/common-sense-reasoning","datasets_with_task":"/datasets/task/common-sense-reasoning"},{"name":"Video Prediction","url":"/task/video-prediction","datasets_with_task":"/datasets/task/video-prediction"},{"name":"Visual Reasoning","url":"/task/visual-reasoning","datasets_with_task":"/datasets/task/visual-reasoning"}],"languages":[],"variants":["PHYRE","PHYRE-1B-Within","PHYRE-1B-Cross"],"data_loaders":[],"num_papers_in_archive":35,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/visual-reasoning-on-phyre-1b-cross","task":"Visual Reasoning","dataset_variant":"PHYRE-1B-Cross","rows":4,"metrics":["AUCCESS"],"first_row_in_archive_order":{"model":"RPIN","paper":"/paper/learning-long-term-visual-dynamics-with","metrics":{"AUCCESS":"42.2"},"code_links":[{"title":"HaozhiQi/RPIN","url":"https://github.com/HaozhiQi/RPIN"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/visual-reasoning-on-phyre-1b-within","task":"Visual Reasoning","dataset_variant":"PHYRE-1B-Within","rows":4,"metrics":["AUCCESS"],"first_row_in_archive_order":{"model":"RPIN","paper":"/paper/learning-long-term-visual-dynamics-with","metrics":{"AUCCESS":"85.2"},"code_links":[{"title":"HaozhiQi/RPIN","url":"https://github.com/HaozhiQi/RPIN"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/physical-reasoning-using-dynamics-aware","title":"Physical Reasoning Using Dynamics-Aware Models","date":"2021-02-20","rows_on_this_dataset":2,"code_links":1,"syntology":null},{"paper":"/paper/learning-long-term-visual-dynamics-with","title":"Learning Long-term Visual Dynamics with Region Proposal Interaction Networks","date":"2020-08-05","rows_on_this_dataset":2,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":3,"samples_ran":0,"samples_unverified":3,"pointer_only_for_licence":3,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/forward-prediction-for-physical-reasoning","title":"Forward Prediction for Physical Reasoning","date":"2020-06-18","rows_on_this_dataset":2,"code_links":1,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":3,"samples_ran":0,"samples_unverified":3,"pointer_only_for_licence":0,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/phyre-a-new-benchmark-for-physical-reasoning","title":"PHYRE: A New Benchmark for Physical Reasoning","date":"2019-08-15","rows_on_this_dataset":2,"code_links":2,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":2,"samples_harvested":6,"samples_ran":0,"samples_unverified":6,"pointer_only_for_licence":3,"papers_with_no_sample_that_ran":2,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}