RAG / 检索增强生成

Joint-GCG: Unified Gradient-Based Poisoning Attacks on Retrieval-Augmented Generation Systems

Haowei Wang, Rupeng Zhang, Junjie Wang, Mingyang Li, Yuekai Huang, Dandan Wang, Qing Wang

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

ConvMix: A Mixed-Criteria Data Augmentation Framework for Conversational Dense Retrieval

Fengran Mo, Jinghan Zhang, Yuchen Hui, Jia Ao Sun, Zhichao Xu, Zhan Su, Jian-Yun Nie

机构 * Fengran Mo 1（摩峰ran 1） ； Jinghan Zhang 2（张 Jinghan 2） ； Yuchen Hui 1（慧 Yuchen 1） ； Jia Ao Sun 1（Sun Jia Ao 1） ； Zhichao Xu 3（徐 Zhichao 3） ； Zhan Su 1（苏 Zhan 1） ； Jian-Yun Nie 1（Nie Jian-Yun 1） 纠错

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

Comments Accepted by AAAI 2026

Privacy-Preserving Retrieval-Augmented Generation with Differential Privacy

Tatsuki Koga, Ruihan Wu, Zhiyuan Zhang, Kamalika Chaudhuri

机构 * University of California, San Diego（加州大学圣迭戈分校） ； University of California, Los Angeles（加州大学洛杉矶分校） 纠错

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

Retrieval-Augmented Generation of Pediatric Speech-Language Pathology vignettes: A Proof-of-Concept Study

Yilan Liu

机构 * University of Redlands, Department of Communication Sciences and Disorders, Truesdail Clinic Center（红lands大学，沟通科学与障碍系，Truesdail诊所中心） 纠错

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

Comments 37 pages, 3 figures

ComoRAG: A Cognitive-Inspired Memory-Organized RAG for Stateful Long Narrative Reasoning

Juyuan Wang, Rongchen Zhao, Wei Wei, Yufeng Wang, Mo Yu, Jie Zhou, Jin Xu, Liyan Xu

机构 * Tencent（腾讯） 纠错

专题命中 检索器与排序 ：RAG(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted by AAAI 2026

Conversational Agents for Building Energy Efficiency -- Advising Housing Cooperatives in Stockholm on Reducing Energy Consumption

Shadaab Ghani, Anne Håkansson, Oleksii Pasichnyi, Hossein Shahrokni

机构 * KTH Royal Institute of Technology（皇家理工学院） 纠错

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

LeanRAG: Knowledge-Graph-Based Generation with Semantic Aggregation and Hierarchical Retrieval

Yaoze Zhang, Rong Wu, Pinlong Cai, Xiaoman Wang, Guohang Yan, Song Mao, Ding Wang, Botian Shi

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

Comments Accepted by AAAI-26

Read the Docs Before Rewriting: Equip Rewriter with Domain Knowledge via Continual Pre-training

Qi Wang, Yixuan Cao, Yifan Liu, Jiangtao Zhao, Ping Luo

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

Comments The paper is about to undergo significant revisions

A Hybrid Search for Complex Table Question Answering in Securities Report

Daiki Shirafuji, Koji Tanaka, Tatsuhiko Saito

专题命中 知识库问答 ：hybrid retrieval(abstract)；分类 cs.CL、cs.AI

Comments Accepted to IIAI AAI 2025

GraphRAFT: Retrieval Augmented Fine-Tuning for Knowledge Graphs on Graph Databases

Alfred Clemedtson, Borun Shi

机构 * Neo4j 纠错

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

Knowledge Graph Analysis of Legal Understanding and Violations in LLMs

Abha Jha, Abel Salinas, Fred Morstatter

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

AI Founding Fathers: A Case Study of GIS Search in Multi-Agent Pipelines

Alvin Chauhan

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

Comments 9 pages, 3 figures. Code and data available at https://github.com/alvco/Founding_Fathers_AI

Multi-RAG: A Multimodal Retrieval-Augmented Generation System for Adaptive Video Understanding

Mingyang Mao, Mariela M. Perez-Cabarcas, Utteja Kallakuri, Nicholas R. Waytowich, Xiaomin Lin, Tinoosh Mohsenin

机构 * Johns Hopkins Whiting School of Engineering（约翰霍普金斯大学惠廷工程学院） ； DEVCOM Army Research Laboratory（国防部陆军研究实验室） 纠错

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

Practical RAG Evaluation: A Rarity-Aware Set-Based Metric and Cost-Latency-Quality Trade-offs

Etienne Dallaire

专题命中 RAG评测 ：RAG(title,abstract)；dense retrieval(abstract)；分类 cs.IR