RAG / 检索增强生成

Completion by Comprehension: Guiding Code Generation with Multi-Granularity Understanding

通过理解完成：利用多粒度理解引导代码生成

Xinkui Zhao, Rongkai Liu, Yifan Zhang, Chen Zhi, Lufei Zhang, Guanjie Cheng, Yueshen Xu, Shuiguang Deng, Jianwei Yin

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

AI总结 CoCo通过多粒度理解引导代码生成，利用结构化上下文提升代码补全质量，实验表明其在多个基准测试中表现优异。

AutoPatch: Multi-Agent Framework for Patching Real-World CVE Vulnerabilities

AutoPatch：多智能体框架用于修补现实世界中的CVE漏洞

Minjae Seo, Wonwoo Choi, Myoungsung You, Seungwon Shin

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

AI总结 AutoPatch通过多智能体框架高效修补LLM生成代码中的CVE漏洞，实现高准确率和低成本的漏洞修复

Comments 19 pages, double column, 9 figures. Under submission

From Reviewers' Lens: Understanding Bug Bounty Report Invalid Reasons with LLMs

从评审视角：利用大语言模型理解漏洞赏金报告无效原因

Jiangrui Zheng, Yingming Zhou, Ali Abdullah Ahmad, Hanqing Yao, Xueqing Liu

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

AI总结 利用大语言模型和结构化评审知识，研究如何识别和解释漏洞赏金报告的无效原因，以提高报告质量和评审一致性。

Comments 10 pages, 4 figures

LLM-driven Provenance Forensics for Threat Investigation and Detection

Kunal Mukherjee, Murat Kantarcioglu

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

Automated Vulnerability Validation and Verification: A Large Language Model Approach

Alireza Lotfi, Charalampos Katsis, Elisa Bertino

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

Harnessing Structured Knowledge: A Concept Map-Based Approach for High-Quality Multiple Choice Question Generation with Effective Distractors

Nicy Scaria, Silvester John Joseph Kennedy, Diksha Seth, Ananya Thakur, Deepak Subramani

机构 * Indian Institute of Science（印度科学研究院） 纠错

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

Comments Accepted to ECAI 2025

Journal ref The European Conference on Artificial Intelligence. 413 (2025). pp 4089--4096. IOS Press

OpinioRAG: Towards Generating User-Centric Opinion Highlights from Large-scale Online Reviews

Mir Tafseer Nayeem, Davood Rafiei

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

Comments COLM 2025

A Method for Quantifying Human Risk and a Blueprint for LLM Integration

Giuseppe Canale

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

LogSage: An LLM-Based Framework for CI/CD Failure Detection and Remediation with Industrial Validation

Weiyuan Xu, Juntao Luo, Tao Huang, Kaixin Sui, Jie Geng, Qijun Ma, Isami Akasaka, Xiaoxue Shi, Jing Tang, Peng Cai

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

Comments 12 pages, 8 figures

Memory-Augmented Log Analysis with Phi-4-mini: Enhancing Threat Detection in Structured Security Logs

Anbi Guo, Mahfuza Farooque

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

Poster: ChatIYP: Enabling Natural Language Access to the Internet Yellow Pages Database

Vasilis Andritsoudis, Pavlos Sermpezis, Ilias Dimitriadis, Athena Vakali

机构 * Aristotle University of Thessaloniki Thessaloniki Greece ； Measurement Lab\ for Science \& Society Portland OR United States ； Aristotle University of Thessaloniki ； Measurement Lab\ for Science \& Society 纠错

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

Comments ACM Internet Measurement Conference (IMC) 2025

TraceRAG: A LLM-Based Framework for Explainable Android Malware Detection and Behavior Analysis

Guangyu Zhang, Xixuan Wang, Shiyu Sun, Peiyan Xiao, Kun Sun, Yanhai Xiong

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

Socially Interactive Agents for Preserving and Transferring Tacit Knowledge in Organizations

Martin Benderoth, Patrick Gebhard, Christian Keller, C. Benjamin Nakhosteen, Stefan Schaffer, Tanja Schneeberger

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

Comments 4 pages, 2 figures

Using LLMs and Essence to Support Software Practice Adoption

Sonia Nicoletti, Paolo Ciancarini

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

Automated Label Placement on Maps via Large Language Models

Harry Shomer, Jiejun Xu

机构 * University of Texas at Arlington（德克萨斯理工大学） ； HRL Laboratories（HRL实验室） 纠错

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

Comments Workshop on AI for Data Editing (AI4DE) at KDD 2025

Snap, Segment, Deploy: A Visual Data and Detection Pipeline for Wearable Industrial Assistants

Di Wen, Junwei Zheng, Ruiping Liu, Yi Xu, Kunyu Peng, Rainer Stiefelhagen

机构 * Computer Vision for Human-Computer Interaction Lab (cv:hci)（人机交互视觉实验室） ； Institute for Anthropomatics and Robotics (IAR)（人机学与机器人研究所） ； Karlsruhe Institute of Technology（卡尔斯鲁厄技术大学） 纠错

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

TimelyHLS: LLM-Based Timing-Aware and Architecture-Specific FPGA HLS Optimization

Nowfel Mashnoor, Mohammad Akyash, Hadi Kamali, Kimia Azar

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

Zara: An LLM-based Candidate Interview Feedback System

Nima Yazdani, Aruj Mahajan, Ali Ansari

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

Comments 11 pages, 8 figures

Enhancing LLM-based Quantum Code Generation with Multi-Agent Optimization and Quantum Error Correction

Charlie Campbell, Hao Mark Chen, Wayne Luk, Hongxiang Fan

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

Comments Paper accepted by DAC'25

Automated Decision-Making on Networks with LLMs through Knowledge-Guided Evolution

Xiaohan Zheng, Lanning Wei, Yong Li, Quanming Yao

机构 * Department of Electronic Engineering, Tsinghua University（清华大学电子工程系） 纠错

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

Towards Action Hijacking of Large Language Model-based Agent

Yuyang Zhang, Kangjie Chen, Jiaxin Gao, Ronghao Cui, Run Wang, Lina Wang, Tianwei Zhang

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

ROGRAG: A Robustly Optimized GraphRAG Framework

Zhefan Wang, Huanjun Kong, Jie Ying, Wanli Ouyang, Nanqing Dong

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Shanghai Innovation Institute（上海创新研究院） ； Chinese University of Hong Kong（香港中文大学） 纠错

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

Comments ACL2025 demo track, 10 pages

D2S-FLOW: Automated Parameter Extraction from Datasheets for SPICE Model Generation Using Large Language Models

Hong Cai Chen, Yi Pin Xu, Yang Zhang

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

Comments 14 pages, 18 figures

ALFRED: Ask a Large-language model For Reliable ECG Diagnosis

Jin Yu, JaeHo Park, TaeJun Park, Gyurin Kim, JiHyun Lee, Min Sung Lee, Joon-myoung Kwon, Jeong Min Son, Yong-Yeon Jo

机构 * MedicalAI Co., Ltd.（MedicalAI公司） 纠错

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

Large Language Model-Based Knowledge Graph System Construction for Sustainable Development Goals: An AI-Based Speculative Design Perspective

Yi-De Lin, Guan-Ze Liao

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

Comments This is a minor revision: fixed a typo in the abstract (time range) and corrected minor textual errors

Timing Analysis Agent: Autonomous Multi-Corner Multi-Mode (MCMM) Timing Debugging with Timing Debug Relation Graph

Jatin Nainani, Chia-Tung Ho, Anirudh Dhurka, Haoxing Ren

专题命中 图谱与结构化RAG ：retrieval augmented generation(abstract)；RAG(abstract)

Comments 7 pages, 7 figures, 2 tables

Glocalizing Generative AI in Education for the Global South: The Design Case of 21st Century Teacher Educator AI for Ghana

Matthew Nyaaba

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

Towards an automated workflow in materials science for combining multi-modal simulative and experimental information using data mining and large language models

Balduin Katzer, Steffen Klinder, Katrin Schulz

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

DroidTTP: Mapping Android Applications with TTP for Cyber Threat Intelligence

Dincy R Arikkat, Vinod P., Rafidha Rehiman K. A., Serena Nicolazzo, Marco Arazzi, Antonino Nocera, Mauro Conti

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

Towards Reliable Vector Database Management Systems: A Software Testing Roadmap for 2030

Shenao Wang, Yanjie Zhao, Yinglin Xie, Zhao Liu, Xinyi Hou, Quanchen Zou, Haoyu Wang

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；vector search(abstract)