大模型推理能力

SceneDiffuser++: City-Scale Traffic Simulation via a Generative World Model

Shuhan Tan, John Lambert, Hong Jeon, Sakshum Kulshrestha, Yijing Bai, Jing Luo, Dragomir Anguelov, Mingxing Tan, Chiyu Max Jiang

机构 * Waymo LLC（Waymo公司） ； UT Austin（德克萨斯大学奥斯汀分校） 纠错

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

Comments Accepted to CVPR 2025

Optimising Language Models for Downstream Tasks: A Post-Training Perspective

Zhengyan Shi

机构 * Faculty of Engineering（工程学院） 纠错

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

Comments PhD Thesis

SceneGenAgent: Precise Industrial Scene Generation with Coding Agent

Xiao Xia, Dan Zhang, Zibo Liao, Zhenyu Hou, Tianrui Sun, Jing Li, Ling Fu, Yuxiao Dong

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

Comments Accepted to ACL 2025

SAVVY: Spatial Awareness via Audio-Visual LLMs through Seeing and Hearing

Mingfei Chen, Zijun Cui, Xiulong Liu, Jinlin Xiang, Caleb Zheng, Jingyuan Li, Eli Shlizerman

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

Comments Project website with demo videos: https://zijuncui02.github.io/SAVVY/

2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining

Wenqi Zhang, Hang Zhang, Xin Li, Jiashuo Sun, Yongliang Shen, Weiming Lu, Deli Zhao, Yueting Zhuang, Lidong Bing

机构 * College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； DAMO Academy, Alibaba Group（阿里巴巴集团达摩院） 纠错

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

Comments Under review

Text-to-CadQuery: A New Paradigm for CAD Generation with Scalable Large Model Capabilities

Haoyang Xie, Feng Ju

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） 纠错

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

AI and Vision based Autonomous Navigation of Nano-Drones in Partially-Known Environments

Mattia Sartori, Chetna Singhal, Neelabhro Roy, Davide Brunelli, James Gross

机构 * KTH Royal Institute of Technology（皇家理工学院） ； Inria France（法国国家信息与自动化研究所） ； University of Trento（特伦托大学） 纠错

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

Comments in DCOSS-IoT 2025, Wi-DroIT 2025

GeoUni: A Unified Model for Generating Geometry Diagrams, Problems and Problem Solutions

Jo-Ku Cheng, Zeren Zhang, Ran Chen, Jingyang Deng, Ziran Qin, Jinwen Ma

机构 * School of Mathematical Sciences, Peking University（北京大学数学科学学院） ； School of Electronic, Information and Electrical Engineering, Shanghai Jiao Tong University（上海交通大学电子信息与电气工程学院） 纠错

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

Investigating Relational State Abstraction in Collaborative MARL

Sharlin Utke, Jeremie Houssineau, Giovanni Montana

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

Journal ref Proceedings of the AAAI Conference on Artificial Intelligence, Vol. 39 No. 20 (2025), 20947-20955

Inference Optimal VLMs Need Fewer Visual Tokens and More Parameters

Kevin Y. Li, Sachin Goyal, Joao D. Semedo, J. Zico Kolter

机构 * Carnegie Mellon University（卡内基梅隆大学） ； Bosch Center for Artificial Intelligence（博世人工智能中心） 纠错

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

Comments Published at ICLR 2025

Visual Language Models show widespread visual deficits on neuropsychological tests

Gene Tangtartharakul, Katherine R. Storrs

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

Comments 31 pages, 3 figures, 1 supplementary document with 1 figure and 51 sample images; corrected typo in Fig 1

Navigation World Models

Amir Bar, Gaoyue Zhou, Danny Tran, Trevor Darrell, Yann LeCun

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

Comments CVPR 2025. Project page: https://www.amirbar.net/nwm/

SpikeLLM: Scaling up Spiking Neural Network to Large Language Models via Saliency-based Spiking

Xingrun Xing, Boyan Gao, Zheng Zhang, David A. Clifton, Shitao Xiao, Li Du, Guoqi Li, Jiajun Zhang

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

EXCLAIM: An Explainable Cross-Modal Agentic System for Misinformation Detection with Hierarchical Retrieval

Yin Wu, Zhengxuan Zhang, Fuling Wang, Yuyu Luo, Hui Xiong, Nan Tang

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

Comments 15 pages, 2 figures

Advancing Egocentric Video Question Answering with Multimodal Large Language Models

Alkesh Patel, Vibhav Chitalia, Yinfei Yang

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

Comments 8 pages

VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models

Muchao Ye, Weiyang Liu, Pan He

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

Comments Accepted in CVPR 2025

PAVE: Patching and Adapting Video Large Language Models

Zhuoming Liu, Yiquan Li, Khoi Duc Nguyen, Yiwu Zhong, Yin Li

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

Comments CVPR2025 Camera Ready

SIMS: Simulating Stylized Human-Scene Interactions with Retrieval-Augmented Script Generation

Wenjia Wang, Liang Pan, Zhiyang Dou, Jidong Mei, Zhouyingcheng Liao, Yuke Lou, Yifan Wu, Lei Yang, Jingbo Wang, Taku Komura

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

A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications

Pranab Sahoo, Ayush Kumar Singh, Sriparna Saha, Vinija Jain, Samrat Mondal, Aman Chadha

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

Comments 12 pages, 2 figures

MapQA: Open-domain Geospatial Question Answering on Map Data

Zekun Li, Malcolm Grossman, Eric, Qasemi, Mihir Kulkarni, Muhao Chen, Yao-Yi Chiang

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

Lightweight Multimodal Artificial Intelligence Framework for Maritime Multi-Scene Recognition

Xinyu Xi, Hua Yang, Shentai Zhang, Yijie Liu, Sijin Sun, Xiuju Fu

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

Comments 19 pages, 4 figures, submitted to Engineering Applications of Artificial Intelligence

Towards Fine-Grained Video Question Answering

Wei Dai, Alan Luo, Zane Durante, Debadutta Dash, Arnold Milstein, Kevin Schulman, Ehsan Adeli, Li Fei-Fei

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

Towards Ambiguity-Free Spatial Foundation Model: Rethinking and Decoupling Depth Ambiguity

Xiaohao Xu, Feng Xue, Xiang Li, Haowei Li, Shusheng Yang, Tianyi Zhang, Matthew Johnson-Roberson, Xiaonan Huang

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

Comments 32 pages, 31 figures, github repo: https://github.com/Xiaohao-Xu/Ambiguity-in-Space

LVLM-Compress-Bench: Benchmarking the Broader Impact of Large Vision-Language Model Compression

Souvik Kundu, Anahita Bhiwandiwalla, Sungduk Yu, Phillip Howard, Tiep Le, Sharath Nittur Sridhar, David Cobbley, Hao Kang, Vasudev Lal

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

Comments This work has been accepted to NAACL 2025

NavRAG: Generating User Demand Instructions for Embodied Navigation through Retrieval-Augmented LLM

Zihan Wang, Yaohui Zhu, Gim Hee Lee, Yachun Fan

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

Density estimation with LLMs: a geometric investigation of in-context learning trajectories

Toni J. B. Liu, Nicolas Boullé, Raphaël Sarfati, Christopher J. Earls

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

Chitrarth: Bridging Vision and Language for a Billion People

Shaharukh Khan, Ayush Tarun, Abhinav Ravi, Ali Faraz, Akshat Patidar, Praveen Kumar Pokala, Anagha Bhangare, Raja Kolla, Chandra Khatri, Shubham Agarwal

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

Large Language-Geometry Model: When LLM meets Equivariance

Zongzhao Li, Jiacheng Cen, Bing Su, Wenbing Huang, Tingyang Xu, Yu Rong, Deli Zhao

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

Exploring Spatial Language Grounding Through Referring Expressions

Akshar Tumu, Parisa Kordjamshidi

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

TEOChat: A Large Vision-Language Assistant for Temporal Earth Observation Data

Jeremy Andrew Irvin, Emily Ruoyu Liu, Joyce Chuyi Chen, Ines Dormoy, Jinyoung Kim, Samar Khanna, Zhuo Zheng, Stefano Ermon

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

Comments Published at ICLR 2025