NeurIPS 2025 Workshop Evaluation of World Models

ScenePhys: Controllable Physics Videos for World-Model Evaluation

Arshia Hemmat, Emad Aghahosseini, Alireza Nasri, Mohammad Hossein Shaker Ardakani, Amirmasoud Rismanchian, Ali Mamanpoosh, Afsaneh Fatemi

382 controllable simulation clips and 1,146 expert-validated questions covering conceptual, numerical and error-detection reasoning, scored under a strict rubric.

A longer write-up of this work is on its way. Until then the paper and the code are the best place to look.