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#World Model

Research

PAN: A World Model for General, Interactable, and Long-Horizon World Simulation
Jiannan Xiang, Yi Gu, Zihan Liu, Zeyu Feng, Qiyue Gao, Yiyan Hu, Benhao Huang, Guangyi Liu, Yichi Yang, Kun Zhou, Davit Abrahamyan, Arif Ahmad, Ganesh Bannur, Junrong Chen, Kimi Chen, Mingkai Deng, Ruobing Han, Xinqi Huang, Haoqiang Kang, Zheqi Li, Enze Ma, Hector Ren, Yashowardhan Shinde, Rohan Shingre, Ramsundar Tanikella, Kaiming Tao, Dequan Yang, Xinle Yu, Cong Zeng, Binglin Zhou, Hector Liu, Zhiting Hu, Eric P. Xing
Nov 13th 2025
#World Model
#Video Generation
#Long-term Consistency

PAN brings imagination to life — fusing language, action, and vision to simulate the world's evolution with stunning realism and consistency.

technical report
Blog
PAN: A World Model for General, Interactable, and Long-Horizon World Simulation
ICML 2026
Flow Equivariant World Models: Structured Dynamics Outside the Field of View
Hansen Lillemark*, Benhao Huang*, Fangneng Zhan, Yilun Du, T. Anderson Keller
Sep 23rd 2025
NeurReps & SpaVLE Workshops @ NeurIPS 2025
#World Model
#Equivariant Models
#Long-term Consistency

On World Modeling the partially observable dynamics in the environment.

paper
code
website
Tweet
Flow Equivariant World Models: Structured Dynamics Outside the Field of View
Mirage: Generative World Engine
Dynamics Lab
Jul 1st 2025
#World Model
#Game Generation

The World's First Al-Native UGC Game Engine Powered by Real-Time World Model

新智元
Blog
Mirage: Generative World Engine
ACL 2025 Findings
Do Vision-Language Models Have Internal World Models? Towards an Atomic Evaluation
Qiyue Gao, Xinyu Pi, Kevin Liu, Junrong Chen, Ruolan Yang, Xinqi Huang, Xinyu Fang, Lu Sun, Gautham Kishore, Bo Ai, Stone Tao, Mengyang Liu, Jiaxi Yang, Chao-Jung Lai, Chuanyang Jin, Jiannan Xiang, Benhao Huang, Zeming Chen, David Danks, Hao Su, Tianming Shu, Ziqiao Ma, Lianhui Qin, Zhiting Hu
Jun 1st 2025
World Models Workshop @ ICLR 2025
#World Model
#Benchmark

This paper evaluates whether modern Vision-Language Models (VLMs) like GPT-4o and Gemini can act as internal world models (WMs)—systems that understand and predict the world.

paper
🤗HuggingFace
website
Do Vision-Language Models Have Internal World Models? Towards an Atomic Evaluation