yyuncong/MindJourney-World-Model

Model

NeurIPS 2025

5

3 commits

1 linked in READMEs

updated Oct 30, 2025

See the code

README


MindJourney: Test-Time Scaling with World Models for Spatial Reasoning

NeurIPS 2025

Yuncong Yang, Jiageng Liu, Zheyuan Zhang, Siyuan Zhou, Reuben Tan, Jianwei Yang, Yilun Du, Chuang Gan

Paper PDF Project Page

MindJourney is a test-time scaling framework that leverages the 3D imagination capability of World Models to strengthen spatial reasoning in Vision-Language Models (VLMs). We evaluate on the SAT dataset and provide a baseline pipeline, a Stable Virtual Camera (SVC) based spatial beam search pipeline, and a Search World Model (SWM) based spatial beam search pipeline.

diffusers
image-to-video
pytorch

yyuncong/MindJourney-World-Model

Model

NeurIPS 2025

5

3 commits

1 linked in READMEs

updated Oct 30, 2025

See the code

README


MindJourney: Test-Time Scaling with World Models for Spatial Reasoning

NeurIPS 2025

Yuncong Yang, Jiageng Liu, Zheyuan Zhang, Siyuan Zhou, Reuben Tan, Jianwei Yang, Yilun Du, Chuang Gan

Paper PDF Project Page

MindJourney is a test-time scaling framework that leverages the 3D imagination capability of World Models to strengthen spatial reasoning in Vision-Language Models (VLMs). We evaluate on the SAT dataset and provide a baseline pipeline, a Stable Virtual Camera (SVC) based spatial beam search pipeline, and a Search World Model (SWM) based spatial beam search pipeline.

diffusers
image-to-video
pytorch