大模型推理能力 - arXivDaily 专题

2403.12966 2024-03-22 cs.CV 78%

Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models

Zuyan Liu, Yuhao Dong, Yongming Rao, Jie Zhou, Jiwen Lu

专题命中其他推理：reasoning(title,abstract)

Comments Project Page: https://sites.google.com/view/chain-of-spot/

2403.10037 2024-03-18 cs.CV 78%

Knowledge Condensation and Reasoning for Knowledge-based VQA

Dongze Hao, Jian Jia, Longteng Guo, Qunbo Wang, Te Yang, Yan Li, Yanhua Cheng, Bo Wang, Quan Chen, Han Li, Jing Liu

专题命中其他推理：reasoning(title,abstract)

2401.17664 2024-02-01 cs.CV cs.GR 78%

Image Anything: Towards Reasoning-coherent and Training-free Multi-modal Image Generation

Yuanhuiyi Lyu, Xu Zheng, Lin Wang

专题命中其他推理：reasoning(title,abstract)

2308.10835 2024-01-26 cs.IR 78%

Enhancing Recommender Systems with Large Language Model Reasoning Graphs

Yan Wang, Zhixuan Chu, Xin Ouyang, Simeng Wang, Hongyan Hao, Yue Shen, Jinjie Gu, Siqiao Xue, James Y Zhang, Qing Cui, Longfei Li, Jun Zhou, Sheng Li

专题命中其他推理：reasoning(title,abstract)

Comments 12 pages, 6 figures

2401.02582 2024-01-08 cs.CV 78%

CoCoT: Contrastive Chain-of-Thought Prompting for Large Multimodal Models with Multiple Image Inputs

Daoan Zhang, Junming Yang, Hanjia Lyu, Zijian Jin, Yuan Yao, Mingkai Chen, Jiebo Luo

专题命中其他推理：chain-of-thought(title,abstract)

2401.00627 2024-01-02 physics.ed-ph 78%

Student and AI responses to physics problems examined through the lenses of sensemaking and mechanistic reasoning

Amogh Sirnoorkar, Dean Zollman, James T. Laverty, Alejandra J. Magana, Sanjay Rebello, Lynn A. Bryan

专题命中其他推理：reasoning(title,abstract)

2312.13558 2023-12-22 cs.LG cs.AI cs.CL cs.CV 78%

The Truth is in There: Improving Reasoning in Language Models with Layer-Selective Rank Reduction

Pratyusha Sharma, Jordan T. Ash, Dipendra Misra

专题命中其他推理：reasoning(title)；分类 cs.CL、cs.AI、cs.LG

2201.05575 2023-08-01 cs.CL cs.AI cs.DB cs.IR cs.LG 78%

Reasoning Through Memorization: Nearest Neighbor Knowledge Graph Embeddings

Peng Wang, Xin Xie, Xiaohan Wang, Ningyu Zhang

专题命中其他推理：reasoning(title)；分类 cs.CL、cs.AI、cs.LG

Comments NLPCC 2023

2303.10876 2023-03-28 cs.CV cs.MA 78%

EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction Reasoning

Chenxin Xu, Robby T. Tan, Yuhong Tan, Siheng Chen, Yu Guang Wang, Xinchao Wang, Yanfeng Wang

专题命中其他推理：reasoning(title,abstract)

Comments Accepted to CVPR 2023

2303.12501 2023-03-23 cs.CV 78%

Cross-Modal Implicit Relation Reasoning and Aligning for Text-to-Image Person Retrieval

Ding Jiang, Mang Ye

专题命中其他推理：reasoning(title,abstract)

Comments Accepted by CVPR 2023. Codes are available at this https://github.com/anosorae/IRRA

2206.05568 2023-02-14 cs.MA cs.CE cs.GT econ.GN q-fin.CP q-fin.EC 78%

Bounded strategic reasoning explains crisis emergence in multi-agent market games

Benjamin Patrick Evans, Mikhail Prokopenko

专题命中其他推理：reasoning(title,abstract)

Comments 10 pages + 7 page appendix, 7 figures

2209.09545 2022-09-21 cs.CV 78%

Graph Reasoning Transformer for Image Parsing

Dong Zhang, Jinhui Tang, Kwang-Ting Cheng

专题命中其他推理：reasoning(title,abstract)

Comments Accepted in ACM MM2022

2205.00272 2022-06-09 cs.CV 78%

Improving Visual Grounding with Visual-Linguistic Verification and Iterative Reasoning

Li Yang, Yan Xu, Chunfeng Yuan, Wei Liu, Bing Li, Weiming Hu

专题命中其他推理：reasoning(title,abstract)

Comments Accepted to CVPR 2022

2110.00261 2022-03-22 cs.CV 78%

Generative Memory-Guided Semantic Reasoning Model for Image Inpainting

Xin Feng, Wenjie Pei, Fengjun Li, Fanglin Chen, David Zhang, Guangming Lu

专题命中其他推理：reasoning(title,abstract)

Comments 13 pages, 10 figures

2201.04906 2022-01-14 cs.CV 78%

Hand-Object Interaction Reasoning

Jian Ma, Dima Damen

专题命中其他推理：reasoning(title,abstract)

2106.13432 2021-08-26 cs.CV 78%

Hierarchical Object-oriented Spatio-Temporal Reasoning for Video Question Answering

Long Hoang Dang, Thao Minh Le, Vuong Le, Truyen Tran

专题命中其他推理：reasoning(title,abstract)

Comments Accepted by IJCAI 2021. Please cite the conference version

2008.04185 2020-08-11 cs.IR 78%

Path-Based Reasoning over Heterogeneous Networks for Recommendation via Bidirectional Modeling

Junwei Zhang, Min Gao, Junliang Yu, Linda Yang, Zongwei Wang, Qingyu Xiong

专题命中其他推理：reasoning(title,abstract)

Comments 11 pages, 5 figures, Neurocomputing

2007.00616 2020-07-02 cs.PL 78%

Equational Reasoning for MTL Type Classes

Härmel Nestra

专题命中其他推理：reasoning(title,abstract)

2001.01109 2020-01-07 q-bio.OT 78%

Natural intelligence and anthropic reasoning

P Slijepcevic

专题命中其他推理：reasoning(title,abstract)

Comments 44 pages, 2 tables, 6 figures

1907.09112 2019-07-23 cs.MA cs.DC cs.LO 78%

Causality and Epistemic Reasoning in Byzantine Multi-Agent Systems

Roman Kuznets, Laurent Prosperi, Ulrich Schmid, Krisztina Fruzsa

专题命中其他推理：reasoning(title,abstract)

Comments In Proceedings TARK 2019, arXiv:1907.08335

Journal ref EPTCS 297, 2019, pp. 293-312

1807.00504 2018-07-03 cs.CV 78%

Deep Reasoning with Knowledge Graph for Social Relationship Understanding

Zhouxia Wang, Tianshui Chen, Jimmy Ren, Weihao Yu, Hui Cheng, Liang Lin

专题命中其他推理：reasoning(title,abstract)

Comments Accepted at IJCAI 2018. The first work that integrates high-level knowledge graph to reason about social relationships between person pair of interest in still image

1611.00471 2017-03-22 cs.CV 78%

Dual Attention Networks for Multimodal Reasoning and Matching

Hyeonseob Nam, Jung-Woo Ha, Jeonghee Kim

专题命中其他推理：reasoning(title,abstract)

1106.2685 2011-12-23 q-fin.ST 78%

Agent based reasoning for the non-linear stochastic models of long-range memory

Aleksejus Kononovicius, Vygintas Gontis

专题命中其他推理：reasoning(title,abstract)

Comments 10 pages, 3 figures

Journal ref Physica A 391 (2012), pp. 1309-1314

2402.03941 2025-10-14 cs.LG cs.AI stat.ME 77%

Discovering and Reasoning of Causality in the Hidden World with Large Language Models

Chenxi Liu, Yongqiang Chen, Tongliang Liu, Mingming Gong, James Cheng, Bo Han, Kun Zhang

机构 * TMLR Group, Hong Kong Baptist University（香港 Baptist 大学 TMLR 组）； Mohamed bin Zayed University of Artificial Intelligence（Mohamed bin Zayed 人工智能大学）； Department of Philosophy, Carnegie Mellon University（哲学系，卡内基梅隆大学）； School of Computer Science, The University of Sydney（悉尼大学计算机科学学院）； School of Mathematics and Statistics, The University of Melbourne（墨尔本大学数学与统计学学院）； The Chinese University of Hong Kong（香港中文大学）

专题命中其他推理：reasoning(title,comments)；分类 cs.AI、cs.LG

Comments Extended version of our previous NeurIPS'24 conference paper (arXiv:2402.03941(2)); Chenxi and Yongqiang contributed equally; 78 pages, 44 figures; Project page: https://causalcoat.github.io/discovering-and-reasoning

2308.01264 2024-05-24 cs.AI cs.CL 77%

Exploring the psychology of LLMs' Moral and Legal Reasoning

Guilherme F. C. F. Almeida, José Luiz Nunes, Neele Engelmann, Alex Wiegmann, Marcelo de Araújo

专题命中其他推理：reasoning(title,journal_ref)；分类 cs.CL、cs.AI

Journal ref Exploring the psychology of LLMs' moral and legal reasoning. Artificial Intelligence, Volume 224, 2024

2512.01210 2026-08-04 cs.AI 版本更新 77%

Knowledge Graph Augmented Large Language Models for Disease Prediction

基于知识图谱的大型语言模型用于疾病预测

Ruiyu Wang, Tuan Vinh, Ran Xu, Yuyin Zhou, Jiaying Lu, Francisco Pasquel, Mohammed K Ali, Carl Yang

机构 * Department of Computer Science, Emory University（埃默里大学计算机科学系）； Division of Medical Sciences, Oxford University（牛津大学医学系）； Department of Computer Science and Engineering, UCSC（UCSC计算机科学与工程系）； Nell Hodgson Woodruff School of Nursing, Emory University（埃默里大学内尔·霍根·伍德鲁夫护理学院）； School of Medicine, Emory University（埃默里大学医学院）； Rollins School of Public Health, Emory University（埃默里大学罗林斯公共卫生学院）

专题命中其他推理：CoT(abstract,abstract_cn)；chain-of-thought(abstract)；分类 cs.AI

AI总结本文提出基于知识图谱的大型语言模型框架，用于提升疾病预测的准确性与解释性，通过构建时间一致的推理依据，在多个数据集上取得优于经典基线的性能。

2606.24477 2026-07-10 cs.CV cs.AI cs.SD 新提交 77%

video-SALMONN-R$^3$: Learning to ReWatch, ReAsk, and ReAnswer for Efficient Video Understanding

video-SALMONN-R$^3$: 学习重看、重问和重答以实现高效视频理解

Yixuan Li, Guangzhi Sun, Yudong Yang, Chao Zhang

机构 * Tsinghua University（清华大学）； ByteDance（字节跳动）； University of Cambridge（剑桥大学）

专题命中其他推理：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.AI

AI总结提出video-SALMONN-R$^3$，首个通过强化学习实现重看机制的视频大语言模型，无需链式思维冷启动，采用重答和重问策略提升视频问答效率与准确性。

2607.02914 2026-07-07 cs.AI 新提交 77%

Oyster-II: Reinforcement Learning for Constructive Safety Alignment in Large Language Models

Oyster-II：大语言模型中用于建设性安全对齐的强化学习

Jiyang Guan, Yong Xie, Jun Chen, Jiexi Liu, Zipeng Ye, Defeng Li, Jiayu Shen, Jialing Tao, Hui Xue

机构 * Alibaba AAIG（阿里巴巴人工智能全球研究院）

专题命中其他推理：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.AI

AI总结研究大语言模型安全等问题，指出传统策略不足。基于Oyster-I范式，提出Oyster-II框架，采用强化学习结合零强化学习范式，在多基准测试中安全维度表现出色。

2512.02456 2026-06-30 cs.CV cs.CL 77%

See, Think, Learn: A Self-Taught Multimodal Reasoner

看见、思考、学习：一种自教的多模态推理器

Sourabh Sharma, Sonam Gupta, Sadbhawna

专题命中其他推理：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL

AI总结本文提出See-Think-Learn框架，通过自训练提升多模态推理能力，结合感知与推理生成结构化推理过程，增强模型区分正确与误导性回答的能力。

Comments Accepted at The Winter Conference on Applications of Computer Vision 2026

2606.20937 2026-06-23 cs.LG 新提交 77%

Learning through Internalization

通过内化学习

Nikolaos Tsilivis, Nirmit Joshi, Marko Medvedev, Julia Kempe, Nati Srebro

机构 * New York University（纽约大学）； Toyota Technological Institute at Chicago（丰田芝加哥技术研究所）； University of Chicago（芝加哥大学）

专题命中其他推理：CoT(abstract,abstract_cn)；chain-of-thought(abstract)；分类 cs.LG

AI总结研究神经网络系统通过将显式计算过程吸收到自身权重中的内化机制，分析变换器如何内化半自动机模拟及链式思维令牌，首次证明简化单层变换器在奇偶性学习任务中成功内化的过程。

Comments first version, 43 pages

1. 其他推理 5839 篇

Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models

Knowledge Condensation and Reasoning for Knowledge-based VQA

Image Anything: Towards Reasoning-coherent and Training-free Multi-modal Image Generation

Enhancing Recommender Systems with Large Language Model Reasoning Graphs

CoCoT: Contrastive Chain-of-Thought Prompting for Large Multimodal Models with Multiple Image Inputs

Student and AI responses to physics problems examined through the lenses of sensemaking and mechanistic reasoning

The Truth is in There: Improving Reasoning in Language Models with Layer-Selective Rank Reduction

Reasoning Through Memorization: Nearest Neighbor Knowledge Graph Embeddings

EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction Reasoning

Cross-Modal Implicit Relation Reasoning and Aligning for Text-to-Image Person Retrieval

Bounded strategic reasoning explains crisis emergence in multi-agent market games

Graph Reasoning Transformer for Image Parsing

Improving Visual Grounding with Visual-Linguistic Verification and Iterative Reasoning

Generative Memory-Guided Semantic Reasoning Model for Image Inpainting

Hand-Object Interaction Reasoning

Hierarchical Object-oriented Spatio-Temporal Reasoning for Video Question Answering

Path-Based Reasoning over Heterogeneous Networks for Recommendation via Bidirectional Modeling

Equational Reasoning for MTL Type Classes

Natural intelligence and anthropic reasoning

Causality and Epistemic Reasoning in Byzantine Multi-Agent Systems

Deep Reasoning with Knowledge Graph for Social Relationship Understanding

Dual Attention Networks for Multimodal Reasoning and Matching

Agent based reasoning for the non-linear stochastic models of long-range memory

Discovering and Reasoning of Causality in the Hidden World with Large Language Models

Exploring the psychology of LLMs' Moral and Legal Reasoning

Knowledge Graph Augmented Large Language Models for Disease Prediction

video-SALMONN-R$^3$: Learning to ReWatch, ReAsk, and ReAnswer for Efficient Video Understanding

Oyster-II: Reinforcement Learning for Constructive Safety Alignment in Large Language Models

See, Think, Learn: A Self-Taught Multimodal Reasoner

Learning through Internalization