大模型推理能力

Video Finetuning Improves Reasoning Between Frames

Ruiqi Yang, Tian Yun, Zihan Wang, Ellie Pavlick

机构 * Brown University（布朗大学） 纠错

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

Comments Accepted at CogInterp @ NeurIPS 2025

An Analysis of Architectural Impact on LLM-based Abstract Visual Reasoning: A Systematic Benchmark on RAVEN-FAIR

Sinan Urgun, Seçkin Arı

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

Comments 23 pages, 9 figures

MP-GFormer: A 3D-Geometry-Aware Dynamic Graph Transformer Approach for Machining Process Planning

Fatemeh Elhambakhsh, Gaurav Ameta, Aditi Roy, Hyunwoong Ko

机构 * School of Computing and Augmented Intelligence Arizona State University（计算与增强智能学院亚利桑那州立大学） ； Siemens Foundational Technologies（西门子基础技术） ； School of Manufacturing Systems and Networks Arizona State University（制造系统与网络学院亚利桑那州立大学） 纠错

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

Video Spatial Reasoning with Object-Centric 3D Rollout

Haoran Tang, Meng Cao, Ruyang Liu, Xiaoxi Liang, Linglong Li, Ge Li, Xiaodan Liang

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

Constructing and Interpreting Digital Twin Representations for Visual Reasoning via Reinforcement Learning

Yiqing Shen, Mathias Unberath

机构 * Department of Computer Science, Johns Hopkins University（计算机科学系，约翰霍普金斯大学） 纠错

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

Understanding Dynamic Scenes in Ego Centric 4D Point Clouds

Junsheng Huang, Shengyu Hao, Bocheng Hu, Hongwei Wang, Gaoang Wang

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

Comments Accepted as a poster to AAAI 2026; will be published in the proceedings

PAN: A World Model for General, Interactable, and Long-Horizon World Simulation

PAN Team, 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 Liu, Enze Ma, Hector Ren, Yashowardhan Shinde, Rohan Shingre, Ramsundar Tanikella, Kaiming Tao, Dequan Yang, Xinle Yu, Cong Zeng, Binglin Zhou, Zhengzhong Liu, Zhiting Hu, Eric P. Xing

机构 * Mohamed bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

3D Optimization for AI Inference Scaling: Balancing Accuracy, Cost, and Latency

Minseok Jung, Abhas Ricky, Muhammad Rameez Chatni

机构 * Cloudera 纠错

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

See it. Say it. Sorted: Agentic System for Compositional Diagram Generation

Hantao Zhang, Jingyang Liu, Ed Li

机构 * Yale University（耶鲁大学） ； University of Edinburgh（爱丁堡大学） 纠错

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

3D-Aware Vision-Language Models Fine-Tuning with Geometric Distillation

Seonho Lee, Jiho Choi, Inha Kang, Jiwook Kim, Junsung Park, Hyunjung Shim

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

PRISM-0: A Predicate-Rich Scene Graph Generation Framework for Zero-Shot Open-Vocabulary Tasks

Abdelrahman Elskhawy, Mengze Li, Nassir Navab, Benjamin Busam

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

Selecting Fine-Tuning Examples by Quizzing VLMs

Tenghao Ji, Eytan Adar

机构 * University of Michigan（密歇根大学） 纠错

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

Is your VLM Sky-Ready? A Comprehensive Spatial Intelligence Benchmark for UAV Navigation

Lingfeng Zhang, Yuchen Zhang, Hongsheng Li, Haoxiang Fu, Yingbo Tang, Hangjun Ye, Long Chen, Xiaojun Liang, Xiaoshuai Hao, Wenbo Ding

专题命中 视觉空间推理 ：reasoning(abstract)