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2405.20139
Cited By
GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning
30 May 2024
Costas Mavromatis
George Karypis
RALM
LRM
ReLM
Re-assign community
ArXiv (abs)
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HuggingFace (5 upvotes)
Github (421★)
Papers citing
"GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning"
50 / 55 papers shown
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243
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Wei Hu
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319
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Hanchen Wang
Jianwei Wang
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Jian Pei
345
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Hong Ting Tsang
Jiaxin Bai
Xi Peng
Gong Zhang
Yangqiu Song
RALM
SLR
244
0
0
20 Oct 2025
Can Knowledge-Graph-based Retrieval Augmented Generation Really Retrieve What You Need?
Junchi Yu
Y. Liu
Jindong Gu
Philip Torr
Dongzhan Zhou
RALM
257
3
0
18 Oct 2025
Think Parallax: Solving Multi-Hop Problems via Multi-View Knowledge-Graph-Based Retrieval-Augmented Generation
Jinliang Liu
Jiale Bai
Shaoning Zeng
RALM
KELM
LRM
193
0
0
17 Oct 2025
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Yikuan Hu
Jifeng Zhu
Lanrui Tang
Chen Huang
219
3
0
15 Oct 2025
Query-Specific GNN: A Comprehensive Graph Representation Learning Method for Retrieval Augmented Generation
Yuchen Yan
Zhihua Liu
Hao Wang
Weiming Li
Xiaoshuai Hao
134
0
0
13 Oct 2025
Knowledge Graph Sparsification for GNN-based Rare Disease Diagnosis
Premt Cara
Kamilia Zaripova
David Bani-Harouni
Nassir Navab
Azade Farshad
146
0
0
09 Oct 2025
Provably Accelerated Imaging with Restarted Inertia and Score-based Image Priors
Marien Renaud
Julien Hermant
Deliang Wei
Yu Sun
144
1
0
08 Oct 2025
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Rick Bookstaber
Dhruv Sharma
150
0
0
01 Oct 2025
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Can Lin
Zhengwang Jiang
Ling Zheng
Qi Zhao
Yuhang Zhang
Qi Song
Wangqiu Zhou
RALM
233
1
0
25 Sep 2025
Zero-shot Graph Reasoning via Retrieval Augmented Framework with LLMs
Hanqing Li
Kiran Sheena Jyothi
Henry Liang
Sharika Mahadevan
Diego Klabjan
RALM
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197
0
0
16 Sep 2025
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Jiasheng Xu
Mingda Li
Yongqiang Tang
Peijie Wang
Wensheng Zhang
RALM
240
0
0
01 Sep 2025
Youtu-GraphRAG: Vertically Unified Agents for Graph Retrieval-Augmented Complex Reasoning
Hao-Heng Chen
Siyu An
Yifei Yu
Qian-Wen Zhang
Linhao Luo
Xiao Huang
Yunsheng Wu
Di Yin
Xing Sun
279
10
0
27 Aug 2025
What Breaks Knowledge Graph based RAG? Benchmarking and Empirical Insights into Reasoning under Incomplete Knowledge
Dongzhuoran Zhou
Yuqicheng Zhu
Xiaxia Wang
Hongkuan Zhou
Yuan He
Jiaoyan Chen
Evgeny Kharlamov
Steffen Staab
332
2
0
11 Aug 2025
GRAIL:Learning to Interact with Large Knowledge Graphs for Retrieval Augmented Reasoning
Ge Chang
Jinbo Su
Jiacheng Liu
Pengfei Yang
Yuhao Shang
Huiwen Zheng
Hongli Ma
Yan Liang
Yuanchun Li
Yunxin Liu
RALM
LRM
238
5
0
07 Aug 2025
MultiRAG: A Knowledge-guided Framework for Mitigating Hallucination in Multi-source Retrieval Augmented Generation
IEEE International Conference on Data Engineering (ICDE), 2025
Wenlong Wu
Haofen Wang
Bohan Li
Peixuan Huang
X. Zhao
Lei Liang
152
5
0
05 Aug 2025
DAMR: Efficient and Adaptive Context-Aware Knowledge Graph Question Answering with LLM-Guided MCTS
Yingxu Wang
Shiqi Fan
Mengzhu Wang
Siwei Liu
Siwei Liu
Nan Yin
RALM
LRM
393
0
0
01 Aug 2025
LlamaRec-LKG-RAG: A Single-Pass, Learnable Knowledge Graph-RAG Framework for LLM-Based Ranking
Vahid Azizi
Fatemeh Koochaki
AI4TS
267
0
0
09 Jun 2025
BioMol-MQA: A Multi-Modal Question Answering Dataset For LLM Reasoning Over Bio-Molecular Interactions
Saptarshi Sengupta
Shuhua Yang
Paul Kwong Yu
Fali Wang
Suhang Wang
229
2
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06 Jun 2025
KARE-RAG: Knowledge-Aware Refinement and Enhancement for RAG
Yongjian Li
HaoCheng Chu
Shi Yu
Zhenghao Liu
S. Yu
Zheni Zeng
Ruobing Wang
Sen Song
Zhiyuan Liu
Maosong Sun
270
1
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03 Jun 2025
DRAG: Distilling RAG for SLMs from LLMs to Transfer Knowledge and Mitigate Hallucination via Evidence and Graph-based Distillation
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Jennifer Chen
Aidar Myrzakhan
Yaxin Luo
Hassaan Muhammad Khan
Sondos Mahmoud Bsharat
Zhiqiang Shen
VLM
549
2
0
02 Jun 2025
GPR: Empowering Generation with Graph-Pretrained Retriever
Xiaochen Wang
Zongyu Wu
Yuan Zhong
Xiang Zhang
Suhang Wang
Fenglong Ma
229
0
0
30 May 2025
SkewRoute: Training-Free LLM Routing for Knowledge Graph Retrieval-Augmented Generation via Score Skewness of Retrieved Context
Hairu Wang
Yuan Feng
Yukun Cao
Xike Xie
S. K. Zhou
RALM
299
0
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Reason-Align-Respond: Aligning LLM Reasoning with Knowledge Graphs for KGQA
Xiangqing Shen
Fanfan Wang
Rui Xia
RALM
254
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Align-GRAG: Anchor and Rationale Guided Dual Alignment for Graph Retrieval-Augmented Generation
Derong Xu
Pengyue Jia
Xiaopeng Li
Yingyi Zhang
Xinjian Zhao
...
Yichao Wang
Huifeng Guo
Ruiming Tang
Enhong Chen
Tong Xu
RALM
371
4
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Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge Graphs
Jie Ma
Ning Qu
Zhitao Gao
Rui Xing
Jun Liu
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Linyun Song
Pinghui Wang
Jing Tao
Zhou Su
457
5
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21 May 2025
KAQG: A Knowledge-Graph-Enhanced RAG for Difficulty-Controlled Question Generation
Ching Han Chen
Ming Fang Shiu
484
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GraphRAFT: Retrieval Augmented Fine-Tuning for Knowledge Graphs on Graph Databases
Alfred Clemedtson
Borun Shi
RALM
855
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Reasoning of Large Language Models over Knowledge Graphs with Super-Relations
International Conference on Learning Representations (ICLR), 2025
Song Wang
Junhong Lin
Xiaojie Guo
Julian Shun
Jundong Li
Yada Zhu
LRM
335
21
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Retrieval-Augmented Generation with Hierarchical Knowledge
Haoyu Huang
Yongfeng Huang
Junjie Yang
Zhenyu Pan
Yongqiang Chen
Kaili Ma
Hongzhi Chen
James Cheng
480
23
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A Survey on Knowledge-Oriented Retrieval-Augmented Generation
Mingyue Cheng
Yucong Luo
Jie Ouyang
Qiang Liu
Huijie Liu
...
Bohou Zhang
Jiawei Cao
Jie Ma
Daoyu Wang
Tong Xu
3DV
449
50
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GoAI: Enhancing AI Students' Learning Paths and Idea Generation via Graph of AI Ideas
Xian Gao
Zongyun Zhang
Mingye Xie
Ting Liu
355
2
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11 Mar 2025
Human Cognition Inspired RAG with Knowledge Graph for Complex Problem Solving
Yao Cheng
Yibo Zhao
Jiapeng Zhu
Yunxing Liu
Xingwu Sun
Xiang Li
RALM
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616
0
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09 Mar 2025
Path Pooling: Training-Free Structure Enhancement for Efficient Knowledge Graph Retrieval-Augmented Generation
Han Wang
Yuan Feng
Xike Xie
S.Kevin Zhou
384
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Contextualizing biological perturbation experiments through language
International Conference on Learning Representations (ICLR), 2025
Menghua Wu
Russell Littman
Jacob Levine
Lin Qiu
Tommaso Biancalani
David Richmond
Jan-Christian Huetter
342
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Mixture of Structural-and-Textual Retrieval over Text-rich Graph Knowledge Bases
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
Y. Lei
Haoyu Han
Ryan Rossi
Franck Dernoncourt
Nedim Lipka
M. Halappanavar
Shucheng Zhou
Yu Wang
510
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Langshi Zhou
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Haoran Liu
Yinhong Liu
Rui Yang
Han Yuan
...
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Peng Yuan Zhou
Qingyu Chen
James Caverlee
Irene Li
HILM
739
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From Local to Global: A Graph RAG Approach to Query-Focused Summarization
Darren Edge
Ha Trinh
Newman Cheng
Joshua Bradley
Alex Chao
Apurva Mody
Steven Truitt
Dasha Metropolitansky
Robert Osazuwa Ness
Jonathan Larson
RALM
804
1,263
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Joy Prakash Sain
Simerjot Kaur
Charese Smiley
572
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R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs
Sumin Jo
Junseong Choi
Jiho Kim
Edward Choi
593
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PathRAG: Pruning Graph-based Retrieval Augmented Generation with Relational Paths
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Zirui Guo
Zidan Yang
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C. Shi
Cheng Yang
529
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HopRAG: Multi-Hop Reasoning for Logic-Aware Retrieval-Augmented Generation
Annual Meeting of the Association for Computational Linguistics (ACL), 2025
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Zhengren Wang
Xi Chen
Zhiyu Li
Feiyu Xiong
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558
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GRAPHGPT-O: Synergistic Multimodal Comprehension and Generation on Graphs
Computer Vision and Pattern Recognition (CVPR), 2025
Yi Fang
Sara Szymkuć
Jiacheng Shen
Sirui Ding
Qiaoyu Tan
Jiawei Han
531
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Shengyuan Chen
Yuanchen Bei
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Huachi Zhou
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Chuang Zhou
Yi-Ju Chang
Yi-Ju Chang
Xiao Huang
3DV
632
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Meng-Chieh Lee
Qi Zhu
Costas Mavromatis
Zhen Han
Soji Adeshina
V. Ioannidis
Huzefa Rangwala
Christos Faloutsos
RALM
389
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Graph Neural Networks on Graph Databases
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Borun Shi
GNN
310
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MEG: Medical Knowledge-Augmented Large Language Models for Question Answering
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Carmen Martin-Turrero
Uchenna Akujuobi
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AI4MH
824
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