2025 "spatial reasoning" Papers

16 papers found

ChatVLA-2: Vision-Language-Action Model with Open-World Reasoning

Zhongyi Zhou, Yichen Zhu, Xiaoyu Liu et al.

NeurIPS 2025poster

CityWalker: Learning Embodied Urban Navigation from Web-Scale Videos

Xinhao Liu, Jintong Li, Yicheng Jiang et al.

CVPR 2025posterarXiv:2411.17820
25
citations

Direct Numerical Layout Generation for 3D Indoor Scene Synthesis via Spatial Reasoning

Xingjian Ran, Yixuan Li, Linning Xu et al.

NeurIPS 2025posterarXiv:2506.05341
5
citations

Elevating Visual Perception in Multimodal LLMs with Visual Embedding Distillation

Jitesh Jain, Zhengyuan Yang, Humphrey Shi et al.

NeurIPS 2025posterarXiv:2412.09585
4
citations

Fine-Grained Preference Optimization Improves Spatial Reasoning in VLMs

Yifan Shen, Yuanzhe Liu, Jingyuan Zhu et al.

NeurIPS 2025posterarXiv:2506.21656
3
citations

From Objects to Anywhere: A Holistic Benchmark for Multi-level Visual Grounding in 3D Scenes

Tianxu Wang, Zhuofan Zhang, Ziyu Zhu et al.

NeurIPS 2025posterarXiv:2506.04897

Learning from Videos for 3D World: Enhancing MLLMs with 3D Vision Geometry Priors

Duo Zheng, shijia Huang, Yanyang Li et al.

NeurIPS 2025posterarXiv:2505.24625
24
citations

Locality Alignment Improves Vision-Language Models

Ian Covert, Tony Sun, James Y Zou et al.

ICLR 2025posterarXiv:2410.11087

ORIGAMISPACE: Benchmarking Multimodal LLMs in Multi-Step Spatial Reasoning with Mathematical Constraints

Rui Xu, Dakuan Lu, Zicheng Zhao et al.

NeurIPS 2025spotlightarXiv:2511.18450
2
citations

Re-Thinking Inverse Graphics With Large Language Models

Haiwen Feng, Michael J Black, Weiyang Liu et al.

ICLR 2025posterarXiv:2404.15228
15
citations

Robot-R1: Reinforcement Learning for Enhanced Embodied Reasoning in Robotics

Dongyoung Kim, Huiwon Jang, Sumin Park et al.

NeurIPS 2025posterarXiv:2506.00070
9
citations

Robust Cross-modal Alignment Learning for Cross-Scene Spatial Reasoning and Grounding

Yanglin Feng, Hongyuan Zhu, Dezhong Peng et al.

NeurIPS 2025poster

SoFar: Language-Grounded Orientation Bridges Spatial Reasoning and Object Manipulation

Zekun Qi, Wenyao Zhang, Yufei Ding et al.

NeurIPS 2025spotlightarXiv:2502.13143
33
citations

SPARTUN3D: Situated Spatial Understanding of 3D World in Large Language Model

Yue Zhang, Zhiyang Xu, Ying Shen et al.

ICLR 2025posterarXiv:2410.03878
19
citations

Struct2D: A Perception-Guided Framework for Spatial Reasoning in MLLMs

Fangrui Zhu, Hanhui Wang, Yiming Xie et al.

NeurIPS 2025posterarXiv:2506.04220

Where Am I and What Will I See: An Auto-Regressive Model for Spatial Localization and View Prediction

Junyi Chen, Di Huang, Weicai Ye et al.

ICLR 2025posterarXiv:2410.18962
4
citations