大模型推理能力

AffordBot: 3D Fine-grained Embodied Reasoning via Multimodal Large Language Models

Xinyi Wang, Xun Yang, Yanlong Xu, Yuchen Wu, Zhen Li, Na Zhao

机构 * University of Science and Technology of China（科学技术大学） ； Singapore University of Technology and Design（新加坡科技设计大学） ； Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） 纠错

专题命中 视觉空间推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)

Comments NeurIPS 2025

Text-to-Scene with Large Reasoning Models

Frédéric Berdoz, Luca A. Lanzendörfer, Nick Tuninga, Roger Wattenhofer

专题命中 视觉空间推理 ：reasoning(title,abstract)；分类 cs.LG

Comments Accepted at AAAI 2026

PROPA: Toward Process-level Optimization in Visual Reasoning via Reinforcement Learning

Yanbei Jiang, Chao Lei, Yihao Ding, Krista Ehinger, Jey Han Lau

机构 * University of Melbourne（墨尔本大学） 纠错

专题命中 视觉空间推理 ：reasoning(title,abstract)

Caption This, Reason That: VLMs Caught in the Middle

Zihan Weng, Lucas Gomez, Taylor Whittington Webb, Pouya Bashivan

机构 * Integrated Program in Neuroscience (IPN) McGill University（神经科学联合计划 麦吉尔大学） ； Mila, University of Montreal（蒙特利尔大学Mila） ； Microsoft Research USA（微软研究院美国总部） ； Department of Physiology McGill University（生理学系 麦吉尔大学） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.AI

Comments Paper accepted by nips 2025

Semantic4Safety: Causal Insights from Zero-shot Street View Imagery Segmentation for Urban Road Safety

Huan Chen, Ting Han, Siyu Chen, Zhihao Guo, Yiping Chen, Meiliu Wu

机构 * School of Geospatial Engineering and Science, Sun Yat-sen University（地理空间工程与科学学院，中山大学） ； School of Geographical and Earth Sciences, University of Glasgow（地理与地球科学学院，格拉斯哥大学） ； School of Economics and Management, Shanxi University（经济学与管理学院，山西大学） 纠错

专题命中 视觉空间推理 ：planning(abstract)；分类 cs.LG

Comments 11 pages, 10 figures, The 8th ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery (GeoAI '25), November 3--6, 2025, Minneapolis, MN, USA

When Eyes and Ears Disagree: Can MLLMs Discern Audio-Visual Confusion?

Qilang Ye, Wei Zeng, Meng Liu, Jie Zhang, Yupeng Hu, Zitong Yu, Yu Zhou

专题命中 视觉空间推理 ：reasoning(abstract)

Comments Accepted by AAAI 2026

Agent Journey Beyond RGB: Hierarchical Semantic-Spatial Representation Enrichment for Vision-and-Language Navigation

Xuesong Zhang, Yunbo Xu, Jia Li, Ruonan Liu, Zhenzhen Hu

专题命中 视觉空间推理 ：reasoning(abstract)

Comments AAAI2026, I14 pages, 12 figures, 11 tables

HCC-3D: Hierarchical Compensatory Compression for 98% 3D Token Reduction in Vision-Language Models

Liheng Zhang, Jin Wang, Hui Li, Bingfeng Zhang, Weifeng Liu

专题命中 视觉空间推理 ：reasoning(abstract)