大模型推理能力 - arXivDaily 专题

2412.00846 2024-12-03 cs.AI 79%

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring

Avinash Anand, Raj Jaiswal, Abhishek Dharmadhikari, Atharva Marathe, Harsh Parimal Popat, Harshil Mital, Kritarth Prasad, Rajiv Ratn Shah, Roger Zimmermann

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

Comments 15 pages

2408.00754 2024-11-22 cs.CV cs.LG 79%

Coarse Correspondences Boost Spatial-Temporal Reasoning in Multimodal Language Model

Benlin Liu, Yuhao Dong, Yiqin Wang, Zixian Ma, Yansong Tang, Luming Tang, Yongming Rao, Wei-Chiu Ma, Ranjay Krishna

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

Comments project page: https://coarse-correspondence.github.io

2411.13243 2024-11-21 cs.CV cs.AI 79%

XMask3D: Cross-modal Mask Reasoning for Open Vocabulary 3D Semantic Segmentation

Ziyi Wang, Yanbo Wang, Xumin Yu, Jie Zhou, Jiwen Lu

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

Comments Accepted to NeurIPS 2024

2409.02389 2024-11-19 cs.CV cs.AI cs.RO 79%

Multi-modal Situated Reasoning in 3D Scenes

Xiongkun Linghu, Jiangyong Huang, Xuesong Niu, Xiaojian Ma, Baoxiong Jia, Siyuan Huang

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

Comments Accepted by NeurIPS 2024 Datasets and Benchmarks Track. Project page: https://msr3d.github.io/

2411.05755 2024-11-11 cs.RO cs.CL cs.CV 79%

End-to-End Navigation with Vision Language Models: Transforming Spatial Reasoning into Question-Answering

Dylan Goetting, Himanshu Gaurav Singh, Antonio Loquercio

专题命中视觉空间推理：reasoning(title)；planning(abstract)；分类 cs.CL

2407.17791 2024-11-11 cs.AI cs.CV 79%

Untrained neural networks can demonstrate memorization-independent abstract reasoning

Tomer Barak, Yonatan Loewenstein

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

Journal ref Sci Rep 14, 27249 (2024)

2406.14852 2024-11-06 cs.CV cs.AI 79%

Is A Picture Worth A Thousand Words? Delving Into Spatial Reasoning for Vision Language Models

Jiayu Wang, Yifei Ming, Zhenmei Shi, Vibhav Vineet, Xin Wang, Yixuan Li, Neel Joshi

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

Comments Accepted to NeurIPS 2024

2411.00898 2024-11-05 cs.CV cs.AI eess.IV 79%

Replace-then-Perturb: Targeted Adversarial Attacks With Visual Reasoning for Vision-Language Models

Jonggyu Jang, Hyeonsu Lyu, Jungyeon Koh, Hyun Jong Yang

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

Comments 13 pages, 5 figure

2410.18570 2024-10-25 cs.RO cs.AI 79%

Zero-shot Object Navigation with Vision-Language Models Reasoning

Congcong Wen, Yisiyuan Huang, Hao Huang, Yanjia Huang, Shuaihang Yuan, Yu Hao, Hui Lin, Yu-Shen Liu, Yi Fang

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

Comments Accepted by the International Conference on Pattern Recognition (ICPR) for Oral presentation

2410.18345 2024-10-25 cs.AI 79%

Geometric Feature Enhanced Knowledge Graph Embedding and Spatial Reasoning

Lei Hu, Wenwen Li, Yunqiang Zhu

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

Comments 4 pages, 1 figure, Accepted for the 7th ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery

2404.03622 2024-10-24 cs.CL 79%

Mind's Eye of LLMs: Visualization-of-Thought Elicits Spatial Reasoning in Large Language Models

Wenshan Wu, Shaoguang Mao, Yadong Zhang, Yan Xia, Li Dong, Lei Cui, Furu Wei

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

Comments 38th Conference on Neural Information Processing Systems (NeurIPS 2024)

2410.09489 2024-10-15 cs.CL 79%

Towards Efficient Visual-Language Alignment of the Q-Former for Visual Reasoning Tasks

Sungkyung Kim, Adam Lee, Junyoung Park, Andrew Chung, Jusang Oh, Jay-Yoon Lee

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

Comments EMNLP 2024 Findings

2409.15451 2024-09-25 cs.RO cs.AI cs.CV 79%

Tag Map: A Text-Based Map for Spatial Reasoning and Navigation with Large Language Models

Mike Zhang, Kaixian Qu, Vaishakh Patil, Cesar Cadena, Marco Hutter

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

2409.13980 2024-09-24 cs.CV cs.AI 79%

Enhancing Advanced Visual Reasoning Ability of Large Language Models

Zhiyuan Li, Dongnan Liu, Chaoyi Zhang, Heng Wang, Tengfei Xue, Weidong Cai

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

Comments EMNLP 2024 Main

2409.09788 2024-09-17 cs.CV cs.CL 79%

Reasoning Paths with Reference Objects Elicit Quantitative Spatial Reasoning in Large Vision-Language Models

Yuan-Hong Liao, Rafid Mahmood, Sanja Fidler, David Acuna

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

Comments 20 pages, 13 figures

2407.14133 2024-09-13 cs.CL 79%

I Know About "Up"! Enhancing Spatial Reasoning in Visual Language Models Through 3D Reconstruction

Zaiqiao Meng, Hao Zhou, Yifang Chen

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

2311.18799 2024-09-10 cs.CV cs.CL 79%

X-InstructBLIP: A Framework for aligning X-Modal instruction-aware representations to LLMs and Emergent Cross-modal Reasoning

Artemis Panagopoulou, Le Xue, Ning Yu, Junnan Li, Dongxu Li, Shafiq Joty, Ran Xu, Silvio Savarese, Caiming Xiong, Juan Carlos Niebles

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

2403.10107 2024-07-22 cs.CV cs.AI cs.MM 79%

Enhancing Human-Centered Dynamic Scene Understanding via Multiple LLMs Collaborated Reasoning

Hang Zhang, Wenxiao Zhang, Haoxuan Qu, Jun Liu

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

2407.00092 2024-07-02 cs.AI cs.ET cs.GT cs.MA 79%

Visual Reasoning and Multi-Agent Approach in Multimodal Large Language Models (MLLMs): Solving TSP and mTSP Combinatorial Challenges

Mohammed Elhenawy, Ahmad Abutahoun, Taqwa I. Alhadidi, Ahmed Jaber, Huthaifa I. Ashqar, Shadi Jaradat, Ahmed Abdelhay, Sebastien Glaser, Andry Rakotonirainy

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

2403.19322 2024-06-19 cs.CV cs.CL 79%

Plug-and-Play Grounding of Reasoning in Multimodal Large Language Models

Jiaxing Chen, Yuxuan Liu, Dehu Li, Xiang An, Weimo Deng, Ziyong Feng, Yongle Zhao, Yin Xie

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

Comments 15 pages, 8 figures

2403.03458 2024-06-04 cs.CV cs.LG 79%

Slot Abstractors: Toward Scalable Abstract Visual Reasoning

Shanka Subhra Mondal, Jonathan D. Cohen, Taylor W. Webb

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

Comments 18 pages, 9 figures

2404.13478 2024-04-23 cs.RO cs.CV cs.LG 79%

Deep SE(3)-Equivariant Geometric Reasoning for Precise Placement Tasks

Ben Eisner, Yi Yang, Todor Davchev, Mel Vecerik, Jonathan Scholz, David Held

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

Comments Published at International Conference on Representation Learning (ICLR 2024)

2212.03338 2024-04-19 cs.CV cs.LG 79%

Framework-agnostic Semantically-aware Global Reasoning for Segmentation

Mir Rayat Imtiaz Hossain, Leonid Sigal, James J. Little

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

Comments Published in WACV 2024

Journal ref 2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, HI, USA, 2024, pp. 988-998

2306.17778 2024-01-23 cs.CV cs.LG 79%

Look, Remember and Reason: Grounded reasoning in videos with language models

Apratim Bhattacharyya, Sunny Panchal, Mingu Lee, Reza Pourreza, Pulkit Madan, Roland Memisevic

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

Comments To appear at ICLR 2024

2310.16731 2023-10-26 cs.CL 79%

Disentangling Extraction and Reasoning in Multi-hop Spatial Reasoning

Roshanak Mirzaee, Parisa Kordjamshidi

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

Comments Accepted in EMNLP-Finding 2023

2310.15166 2023-10-24 cs.CV cs.CL 79%

Large Language Models are Visual Reasoning Coordinators

Liangyu Chen, Bo Li, Sheng Shen, Jingkang Yang, Chunyuan Li, Kurt Keutzer, Trevor Darrell, Ziwei Liu

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

Comments Accepted at NeurIPS 2023

2309.13937 2023-09-26 cs.RO cs.AI 79%

SPOTS: Stable Placement of Objects with Reasoning in Semi-Autonomous Teleoperation Systems

Joonhyung Lee, Sangbeom Park, Jeongeun Park, Kyungjae Lee, Sungjoon Choi

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

Comments 7 pages

2305.14167 2023-05-25 cs.CV cs.AI 79%

DetGPT: Detect What You Need via Reasoning

Renjie Pi, Jiahui Gao, Shizhe Diao, Rui Pan, Hanze Dong, Jipeng Zhang, Lewei Yao, Jianhua Han, Hang Xu, Lingpeng Kong, Tong Zhang

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

2305.01668 2023-05-04 cs.CV cs.AI 79%

Visual Reasoning: from State to Transformation

Xin Hong, Yanyan Lan, Liang Pang, Jiafeng Guo, Xueqi Cheng

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

Comments Accepted by TPAMI. arXiv admin note: substantial text overlap with arXiv:2011.13160

2107.06011 2023-04-26 cs.CV cs.LG cs.RO 79%

Teaching Agents how to Map: Spatial Reasoning for Multi-Object Navigation

Pierre Marza, Laetitia Matignon, Olivier Simonin, Christian Wolf

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

1. 视觉空间推理 3380 篇

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring

Coarse Correspondences Boost Spatial-Temporal Reasoning in Multimodal Language Model

XMask3D: Cross-modal Mask Reasoning for Open Vocabulary 3D Semantic Segmentation

Multi-modal Situated Reasoning in 3D Scenes

End-to-End Navigation with Vision Language Models: Transforming Spatial Reasoning into Question-Answering

Untrained neural networks can demonstrate memorization-independent abstract reasoning

Is A Picture Worth A Thousand Words? Delving Into Spatial Reasoning for Vision Language Models

Replace-then-Perturb: Targeted Adversarial Attacks With Visual Reasoning for Vision-Language Models

Zero-shot Object Navigation with Vision-Language Models Reasoning

Geometric Feature Enhanced Knowledge Graph Embedding and Spatial Reasoning

Mind's Eye of LLMs: Visualization-of-Thought Elicits Spatial Reasoning in Large Language Models

Towards Efficient Visual-Language Alignment of the Q-Former for Visual Reasoning Tasks

Tag Map: A Text-Based Map for Spatial Reasoning and Navigation with Large Language Models

Enhancing Advanced Visual Reasoning Ability of Large Language Models

Reasoning Paths with Reference Objects Elicit Quantitative Spatial Reasoning in Large Vision-Language Models

I Know About "Up"! Enhancing Spatial Reasoning in Visual Language Models Through 3D Reconstruction

X-InstructBLIP: A Framework for aligning X-Modal instruction-aware representations to LLMs and Emergent Cross-modal Reasoning

Enhancing Human-Centered Dynamic Scene Understanding via Multiple LLMs Collaborated Reasoning

Visual Reasoning and Multi-Agent Approach in Multimodal Large Language Models (MLLMs): Solving TSP and mTSP Combinatorial Challenges

Plug-and-Play Grounding of Reasoning in Multimodal Large Language Models

Slot Abstractors: Toward Scalable Abstract Visual Reasoning

Deep SE(3)-Equivariant Geometric Reasoning for Precise Placement Tasks

Framework-agnostic Semantically-aware Global Reasoning for Segmentation

Look, Remember and Reason: Grounded reasoning in videos with language models

Disentangling Extraction and Reasoning in Multi-hop Spatial Reasoning

Large Language Models are Visual Reasoning Coordinators

SPOTS: Stable Placement of Objects with Reasoning in Semi-Autonomous Teleoperation Systems

DetGPT: Detect What You Need via Reasoning

Visual Reasoning: from State to Transformation

Teaching Agents how to Map: Spatial Reasoning for Multi-Object Navigation