Matches in SemOpenAlex for { <https://semopenalex.org/work/W3036779904> ?p ?o ?g. }
- W3036779904 abstract "Physical reasoning requires forward prediction: the ability to forecast what will happen next given some initial world state. We study the performance of state-of-the-art forward-prediction models in the complex physical-reasoning tasks of the PHYRE benchmark (Bakhtin et al., 2019). We do so by incorporating models that operate on object or pixel-based representations of the world into simple physical-reasoning agents. We find that forward-prediction models can improve physical-reasoning performance, particularly on complex tasks that involve many objects. However, we also find that these improvements are contingent on the test tasks being small variations of train tasks, and that generalization to completely new task templates is challenging. Surprisingly, we observe that forward predictors with better pixel accuracy do not necessarily lead to better physical-reasoning performance. Nevertheless, our best models set a new state-of-the-art on the PHYRE benchmark." @default.
- W3036779904 created "2020-06-25" @default.
- W3036779904 creator A5006312307 @default.
- W3036779904 creator A5030266788 @default.
- W3036779904 creator A5033942765 @default.
- W3036779904 creator A5038119134 @default.
- W3036779904 date "2021-05-04" @default.
- W3036779904 modified "2023-10-01" @default.
- W3036779904 title "Forward Prediction for Physical Reasoning" @default.
- W3036779904 cites W1485009520 @default.
- W3036779904 cites W1522301498 @default.
- W3036779904 cites W1522734439 @default.
- W3036779904 cites W183071939 @default.
- W3036779904 cites W1985658808 @default.
- W3036779904 cites W2016589492 @default.
- W3036779904 cites W2059100041 @default.
- W3036779904 cites W2064675550 @default.
- W3036779904 cites W2110139691 @default.
- W3036779904 cites W2157331557 @default.
- W3036779904 cites W2158782408 @default.
- W3036779904 cites W2194775991 @default.
- W3036779904 cites W2293598046 @default.
- W3036779904 cites W2301880263 @default.
- W3036779904 cites W2312995908 @default.
- W3036779904 cites W2314588574 @default.
- W3036779904 cites W2552391307 @default.
- W3036779904 cites W2559857813 @default.
- W3036779904 cites W2607738331 @default.
- W3036779904 cites W2736021085 @default.
- W3036779904 cites W2769257693 @default.
- W3036779904 cites W2770604561 @default.
- W3036779904 cites W2781585732 @default.
- W3036779904 cites W2786019934 @default.
- W3036779904 cites W2786615588 @default.
- W3036779904 cites W2789580031 @default.
- W3036779904 cites W2798300547 @default.
- W3036779904 cites W2807242871 @default.
- W3036779904 cites W2888810615 @default.
- W3036779904 cites W2890208753 @default.
- W3036779904 cites W2900152462 @default.
- W3036779904 cites W2911448865 @default.
- W3036779904 cites W2919112510 @default.
- W3036779904 cites W2929298487 @default.
- W3036779904 cites W2952531487 @default.
- W3036779904 cites W2962867885 @default.
- W3036779904 cites W2963124592 @default.
- W3036779904 cites W2963143598 @default.
- W3036779904 cites W2963149945 @default.
- W3036779904 cites W2963155035 @default.
- W3036779904 cites W2963402657 @default.
- W3036779904 cites W2963403868 @default.
- W3036779904 cites W2963464736 @default.
- W3036779904 cites W2963494435 @default.
- W3036779904 cites W2963504959 @default.
- W3036779904 cites W2963524571 @default.
- W3036779904 cites W2963951231 @default.
- W3036779904 cites W2963960193 @default.
- W3036779904 cites W2964027856 @default.
- W3036779904 cites W2970806862 @default.
- W3036779904 cites W2971162686 @default.
- W3036779904 cites W2976793329 @default.
- W3036779904 cites W2991327061 @default.
- W3036779904 cites W2994971263 @default.
- W3036779904 cites W2995278527 @default.
- W3036779904 cites W2995298643 @default.
- W3036779904 cites W2995627237 @default.
- W3036779904 cites W2995993311 @default.
- W3036779904 cites W2997593239 @default.
- W3036779904 cites W3007913393 @default.
- W3036779904 cites W3021457401 @default.
- W3036779904 cites W3028924880 @default.
- W3036779904 cites W3034655405 @default.
- W3036779904 cites W3034985765 @default.
- W3036779904 cites W3035362403 @default.
- W3036779904 cites W3131075173 @default.
- W3036779904 cites W603908379 @default.
- W3036779904 hasPublicationYear "2021" @default.
- W3036779904 type Work @default.
- W3036779904 sameAs 3036779904 @default.
- W3036779904 citedByCount "7" @default.
- W3036779904 countsByYear W30367799042020 @default.
- W3036779904 countsByYear W30367799042021 @default.
- W3036779904 crossrefType "journal-article" @default.
- W3036779904 hasAuthorship W3036779904A5006312307 @default.
- W3036779904 hasAuthorship W3036779904A5030266788 @default.
- W3036779904 hasAuthorship W3036779904A5033942765 @default.
- W3036779904 hasAuthorship W3036779904A5038119134 @default.
- W3036779904 hasConcept C111472728 @default.
- W3036779904 hasConcept C11413529 @default.
- W3036779904 hasConcept C119857082 @default.
- W3036779904 hasConcept C127413603 @default.
- W3036779904 hasConcept C13280743 @default.
- W3036779904 hasConcept C134306372 @default.
- W3036779904 hasConcept C138885662 @default.
- W3036779904 hasConcept C154945302 @default.
- W3036779904 hasConcept C177148314 @default.
- W3036779904 hasConcept C177264268 @default.
- W3036779904 hasConcept C185798385 @default.
- W3036779904 hasConcept C199360897 @default.
- W3036779904 hasConcept C201995342 @default.