RAG / 检索增强生成

MARAG-R1: Beyond Single Retriever via Reinforcement-Learned Multi-Tool Agentic Retrieval

Qi Luo, Xiaonan Li, Yuxin Wang, Tingshuo Fan, Yuan Li, Xinchi Chen, Xipeng Qiu

机构 * School of Computer Science, Fudan University（复旦大学计算机学院） 纠错

专题命中 检索器与排序 ：retriever(title,abstract)；retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL

Adapting Large Language Models to Emerging Cybersecurity using Retrieval Augmented Generation

Arnabh Borah, Md Tanvirul Alam, Nidhi Rastogi

机构 * School of Electrical and Computer Engineering（电气与计算机工程学院） ； Georgia Institute of Technology（佐治亚理工学院） ； Department of Computer Science（计算机科学系） ； Rochester Institute of Technology（罗切斯特理工学院） 纠错

专题命中 检索器与排序 ：retrieval augmented generation(title)；retrieval-augmented generation(abstract)；RAG(abstract)；hybrid retrieval(abstract)

AstuteRAG-FQA: Task-Aware Retrieval-Augmented Generation Framework for Proprietary Data Challenges in Financial Question Answering

Mohammad Zahangir Alam, Khandoker Ashik Uz Zaman, Mahdi H. Miraz

专题命中 检索器与排序 ：retrieval-augmented generation(title,abstract)；RAG(abstract)；hybrid retrieval(abstract)

Journal ref Print ISSN: 2516-0281, Online ISSN: 2516-029X, pp. 13-31, Vol. 9, No. 5, 25 October 2025

A Memory-Efficient Retrieval Architecture for RAG-Enabled Wearable Medical LLMs-Agents

Zhipeng Liao, Kunming Shao, Jiangnan Yu, Liang Zhao, Tim Kwang-Ting Cheng, Chi-Ying Tsui, Jie Yang, Mohamad Sawan

专题命中 检索器与排序 ：RAG(title,abstract)；retrieval-augmented generation(abstract)

Comments Accepted by BioCAS2025

LLM-Centric RAG with Multi-Granular Indexing and Confidence Constraints

Xiaofan Guo, Yaxuan Luan, Yue Kang, Xiangchen Song, Jinxu Guo

专题命中 检索器与排序 ：RAG(title)；retrieval-augmented generation(abstract)；分类 cs.CL

CogPlanner: Unveiling the Potential of Agentic Multimodal Retrieval Augmented Generation with Planning

Xiaohan Yu, Zhihan Yang, Chong Chen

专题命中 检索器与排序 ：retrieval augmented generation(title,abstract)；分类 cs.IR

Comments Accepted by SIGIR-AP 2025

DRAMA: Unifying Data Retrieval and Analysis for Open-Domain Analytic Queries

Chuxuan Hu, Maxwell Yang, James Weiland, Yeji Lim, Suhas Palawala, Daniel Kang

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.IR、cs.CL、cs.AI

Comments Accepted to SIGMOD 2026

Approximate Diverse $k$-nearest Neighbor Search in Vector Database

Jiachen Zhao, Xiao Yan, Eric Lo

专题命中 向量检索 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.DB

HiRA: A Hierarchical Reasoning Framework for Decoupled Planning and Execution in Deep Search

Jiajie Jin, Xiaoxi Li, Guanting Dong, Yuyao Zhang, Yutao Zhu, Yang Zhao, Hongjin Qian, Zhicheng Dou

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.IR、cs.CL、cs.AI

Comments 9 pages

Adaptive Data Flywheel: Applying MAPE Control Loops to AI Agent Improvement

Aaditya Shukla, Sidney Knowles, Meenakshi Madugula, Dave Farris, Ryan Angilly, Santiago Pombo, Anbang Xu, Lu An, Abhinav Balasubramanian, Tan Yu, Jiaxiang Ren, Rama Akkiraju

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Comments 20 pages, 5 figures, 5 tables. Presents MAPE-K control loop application to enterprise AI agent improvement with experimental validation on NVIDIA's NVInfo AI system

AVA: Towards Agentic Video Analytics with Vision Language Models

Yuxuan Yan, Shiqi Jiang, Ting Cao, Yifan Yang, Qianqian Yang, Yuanchao Shu, Yuqing Yang, Lili Qiu

机构 * Zhejiang University（浙江大学） ； Microsoft Research（微软研究院） ； Tsinghua University（清华大学） 纠错

专题命中 多模态RAG ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI

Comments Accepted to NDSI 2026, 19pages, 12 figures, complementary evaluations and appendix

LLM-based Multi-class Attack Analysis and Mitigation Framework in IoT/IIoT Networks

Seif Ikbarieh, Maanak Gupta, Elmahedi Mahalal

机构 * Department of Computer Science Tennessee Tech University（计算机科学系田纳西科技大学） 纠错

专题命中 RAG评测 ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.AI