大模型推理能力

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

List Items One by One: A New Data Source and Learning Paradigm for Multimodal LLMs

An Yan, Zhengyuan Yang, Junda Wu, Wanrong Zhu, Jianwei Yang, Linjie Li, Kevin Lin, Jianfeng Wang, Julian McAuley, Jianfeng Gao, Lijuan Wang

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

Comments published at COLM-2024

Long Story Short: Story-level Video Understanding from 20K Short Films

Ridouane Ghermi, Xi Wang, Vicky Kalogeiton, Ivan Laptev

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

MM-GEN: Enhancing Task Performance Through Targeted Multimodal Data Curation

Siddharth Joshi, Besmira Nushi, Vidhisha Balachandran, Varun Chandrasekaran, Vibhav Vineet, Neel Joshi, Baharan Mirzasoleiman

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

SwitchCIT: Switching for Continual Instruction Tuning

Xinbo Wu, Max Hartman, Vidhata Arjun Jayaraman, Lav R. Varshney

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

Just Shift It: Test-Time Prototype Shifting for Zero-Shot Generalization with Vision-Language Models

Elaine Sui, Xiaohan Wang, Serena Yeung-Levy

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

Comments Accepted at WACV 2025

Visual Error Patterns in Multi-Modal AI: A Statistical Approach

Ching-Yi Wang

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

Geometric Point Attention Transformer for 3D Shape Reassembly

Jiahan Li, Chaoran Cheng, Jianzhu Ma, Ge Liu

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

Rethinking VLMs and LLMs for Image Classification

Avi Cooper, Keizo Kato, Chia-Hsien Shih, Hiroaki Yamane, Kasper Vinken, Kentaro Takemoto, Taro Sunagawa, Hao-Wei Yeh, Jin Yamanaka, Ian Mason, Xavier Boix

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

Social Conjuring: Multi-User Runtime Collaboration with AI in Building Virtual 3D Worlds

Amina Kobenova, Cyan DeVeaux, Samyak Parajuli, Andrzej Banburski-Fahey, Judith Amores Fernandez, Jaron Lanier

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

Comments 27 pages + Appendix, 16 figures; fixed some minor UTF-8 encoding issues in arXiv compilation

Advancing Object Detection in Transportation with Multimodal Large Language Models (MLLMs): A Comprehensive Review and Empirical Testing

Huthaifa I. Ashqar, Ahmed Jaber, Taqwa I. Alhadidi, Mohammed Elhenawy

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

AutoGeo: Automating Geometric Image Dataset Creation for Enhanced Geometry Understanding

Zihan Huang, Tao Wu, Wang Lin, Shengyu Zhang, Jingyuan Chen, Fei Wu

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