World2VLM: Distilling World Model Imagination into VLMs for Dynamic Spatial Reasoning
Fuente:
arXiv
Saved in:
| Main Authors: | Zhang, Wanyue, Wu, Wenxiang, Xu, Wang, Luo, Jiaxin, Zhi, Helu, Huang, Yibin, Ren, Shuo, Liu, Zitao, Zhang, Jiajun |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Why Do MLLMs Struggle with Spatial Understanding? A Systematic Analysis from Data to Architecture
by: Zhang, Wanyue, et al.
Published: (2025)
by: Zhang, Wanyue, et al.
Published: (2025)
Video2Layout: Recall and Reconstruct Metric-Grounded Cognitive Map for Spatial Reasoning
by: Huang, Yibin, et al.
Published: (2025)
by: Huang, Yibin, et al.
Published: (2025)
Thinking with Spatial Code for Physical-World Video Reasoning
by: Chen, Jieneng, et al.
Published: (2026)
by: Chen, Jieneng, et al.
Published: (2026)
Can World Models Benefit VLMs for World Dynamics?
by: Zhang, Kevin, et al.
Published: (2025)
by: Zhang, Kevin, et al.
Published: (2025)
HKD4VLM: A Progressive Hybrid Knowledge Distillation Framework for Robust Multimodal Hallucination and Factuality Detection in VLMs
by: Zhang, Zijian, et al.
Published: (2025)
by: Zhang, Zijian, et al.
Published: (2025)
WorldVLM: Combining World Model Forecasting and Vision-Language Reasoning
by: Englmeier, Stefan, et al.
Published: (2026)
by: Englmeier, Stefan, et al.
Published: (2026)
MoVE-KD: Knowledge Distillation for VLMs with Mixture of Visual Encoders
by: Cao, Jiajun, et al.
Published: (2025)
by: Cao, Jiajun, et al.
Published: (2025)
Thinking in Dynamics: How Multimodal Large Language Models Perceive, Track, and Reason Dynamics in Physical 4D World
by: Huang, Yuzhi, et al.
Published: (2026)
by: Huang, Yuzhi, et al.
Published: (2026)
ProSR: Process-Shaped Spatial Reasoning for Reliable Chain-of-Thought in VLMs
by: Li, Jiangyang, et al.
Published: (2026)
by: Li, Jiangyang, et al.
Published: (2026)
SpatialImaginer: Towards Adaptive Visual Imagination for Spatial Reasoning
by: Li, Yian, et al.
Published: (2026)
by: Li, Yian, et al.
Published: (2026)
When and How Much to Imagine: Adaptive Test-Time Scaling with World Models for Visual Spatial Reasoning
by: Yu, Shoubin, et al.
Published: (2026)
by: Yu, Shoubin, et al.
Published: (2026)
PhysicsMind: Sim and Real Mechanics Benchmarking for Physical Reasoning and Prediction in Foundational VLMs and World Models
by: Mak, Chak-Wing, et al.
Published: (2026)
by: Mak, Chak-Wing, et al.
Published: (2026)
Seeing through Imagination: Learning Scene Geometry via Implicit Spatial World Modeling
by: Cao, Meng, et al.
Published: (2025)
by: Cao, Meng, et al.
Published: (2025)
Adaptive Chain-of-Focus Reasoning via Dynamic Visual Search and Zooming for Efficient VLMs
by: Zhang, Xintong, et al.
Published: (2025)
by: Zhang, Xintong, et al.
Published: (2025)
WPT: World-to-Policy Transfer via Online World Model Distillation
by: Jiang, Guangfeng, et al.
Published: (2025)
by: Jiang, Guangfeng, et al.
Published: (2025)
Choreographing a World of Dynamic Objects
by: Lyu, Yanzhe, et al.
Published: (2026)
by: Lyu, Yanzhe, et al.
Published: (2026)
GeoWorld-VLM: Geometry from World Models for Vision-Language Models
by: Gu, Renjie, et al.
Published: (2026)
by: Gu, Renjie, et al.
Published: (2026)
From Indoor to Open World: Revealing the Spatial Reasoning Gap in MLLMs
by: Wu, Mingrui, et al.
Published: (2025)
by: Wu, Mingrui, et al.
Published: (2025)
VISTAv2: World Imagination for Indoor Vision-and-Language Navigation
by: Huang, Yanjia, et al.
Published: (2025)
by: Huang, Yanjia, et al.
Published: (2025)
Fine-Grained Preference Optimization Improves Spatial Reasoning in VLMs
by: Shen, Yifan, et al.
Published: (2025)
by: Shen, Yifan, et al.
Published: (2025)
WorldGenBench: A World-Knowledge-Integrated Benchmark for Reasoning-Driven Text-to-Image Generation
by: Zhang, Daoan, et al.
Published: (2025)
by: Zhang, Daoan, et al.
Published: (2025)
SpatialStack: Layered Geometry-Language Fusion for 3D VLM Spatial Reasoning
by: Zhang, Jian, et al.
Published: (2026)
by: Zhang, Jian, et al.
Published: (2026)
Attention in Space: Functional Roles of VLM Heads for Spatial Reasoning
by: Ma, Xueqi, et al.
Published: (2026)
by: Ma, Xueqi, et al.
Published: (2026)
MyVLM: Personalizing VLMs for User-Specific Queries
by: Alaluf, Yuval, et al.
Published: (2024)
by: Alaluf, Yuval, et al.
Published: (2024)
CLGRPO: Reasoning Ability Enhancement for Small VLMs
by: Wang, Fanyi, et al.
Published: (2025)
by: Wang, Fanyi, et al.
Published: (2025)
MineDreamer: Learning to Follow Instructions via Chain-of-Imagination for Simulated-World Control
by: Zhou, Enshen, et al.
Published: (2024)
by: Zhou, Enshen, et al.
Published: (2024)
SIRI-Bench: Challenging VLMs' Spatial Intelligence through Complex Reasoning Tasks
by: Song, Zijian, et al.
Published: (2025)
by: Song, Zijian, et al.
Published: (2025)
SpinBench: Perspective and Rotation as a Lens on Spatial Reasoning in VLMs
by: Zhang, Yuyou, et al.
Published: (2025)
by: Zhang, Yuyou, et al.
Published: (2025)
Ego to World: Collaborative Spatial Reasoning in Embodied Systems via Reinforcement Learning
by: Zhou, Heng, et al.
Published: (2026)
by: Zhou, Heng, et al.
Published: (2026)
Linear Scaling Video VLMs for Long Video Understanding
by: Eyzaguirre, Cristobal, et al.
Published: (2026)
by: Eyzaguirre, Cristobal, et al.
Published: (2026)
An Open-World, Diverse, Cross-Spatial-Temporal Benchmark for Dynamic Wild Person Re-Identification
by: Zhang, Lei, et al.
Published: (2024)
by: Zhang, Lei, et al.
Published: (2024)
VLM-KD: Knowledge Distillation from VLM for Long-Tail Visual Recognition
by: Zhang, Zaiwei, et al.
Published: (2024)
by: Zhang, Zaiwei, et al.
Published: (2024)
Jigsaw++: Imagining Complete Shape Priors for Object Reassembly
by: Lu, Jiaxin, et al.
Published: (2024)
by: Lu, Jiaxin, et al.
Published: (2024)
DynaSolidGeo: A Dynamic Benchmark for Genuine Spatial Mathematical Reasoning of VLMs in Solid Geometry
by: Wu, Changti, et al.
Published: (2025)
by: Wu, Changti, et al.
Published: (2025)
MetaSpatial: Reinforcing 3D Spatial Reasoning in VLMs for the Metaverse
by: Pan, Zhenyu, et al.
Published: (2025)
by: Pan, Zhenyu, et al.
Published: (2025)
N3D-VLM: Native 3D Grounding Enables Accurate Spatial Reasoning in Vision-Language Models
by: Wang, Yuxin, et al.
Published: (2025)
by: Wang, Yuxin, et al.
Published: (2025)
What if? Emulative Simulation with World Models for Situated Reasoning
by: Liu, Ruiping, et al.
Published: (2026)
by: Liu, Ruiping, et al.
Published: (2026)
UniReason 1.0: A Unified Reasoning Framework for World Knowledge Aligned Image Generation and Editing
by: Wang, Dianyi, et al.
Published: (2026)
by: Wang, Dianyi, et al.
Published: (2026)
Reasoning in Space via Grounding in the World
by: Chen, Yiming, et al.
Published: (2025)
by: Chen, Yiming, et al.
Published: (2025)
Audio-Visual World Models: Towards Multisensory Imagination in Sight and Sound
by: Wang, Jiahua, et al.
Published: (2025)
by: Wang, Jiahua, et al.
Published: (2025)
Similar Items
-
Why Do MLLMs Struggle with Spatial Understanding? A Systematic Analysis from Data to Architecture
by: Zhang, Wanyue, et al.
Published: (2025) -
Video2Layout: Recall and Reconstruct Metric-Grounded Cognitive Map for Spatial Reasoning
by: Huang, Yibin, et al.
Published: (2025) -
Thinking with Spatial Code for Physical-World Video Reasoning
by: Chen, Jieneng, et al.
Published: (2026) -
Can World Models Benefit VLMs for World Dynamics?
by: Zhang, Kevin, et al.
Published: (2025) -
HKD4VLM: A Progressive Hybrid Knowledge Distillation Framework for Robust Multimodal Hallucination and Factuality Detection in VLMs
by: Zhang, Zijian, et al.
Published: (2025)