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Graph Matching Networks for Learning the Similarity of Graph Structured
  Objects

Graph Matching Networks for Learning the Similarity of Graph Structured Objects

29 April 2019
Yujia Li
Chenjie Gu
T. Dullien
Oriol Vinyals
Pushmeet Kohli
ArXivPDFHTML

Papers citing "Graph Matching Networks for Learning the Similarity of Graph Structured Objects"

50 / 209 papers shown
Title
ReGraph: A Tool for Binary Similarity Identification
ReGraph: A Tool for Binary Similarity Identification
Li Zhou
Marc Dacier
Charalambos Konstantinou
17
0
0
22 Apr 2025
Flexible Graph Similarity Computation With A Proactive Optimization Strategy
Flexible Graph Similarity Computation With A Proactive Optimization Strategy
Zhouyang Liu
Ning Liu
Yixin Chen
Jiezhong He
Dongsheng Li
29
0
0
09 Apr 2025
HeGMN: Heterogeneous Graph Matching Network for Learning Graph Similarity
Shilong Sang
Ke-Jia Chen
Zheng Liu
44
0
0
11 Mar 2025
Beyond the Edge of Function: Unraveling the Patterns of Type Recovery in Binary Code
Gangyang Li
Xiuwei Shang
Shaoyin Cheng
J. Zhang
Li Hu
Xu Zhu
W. Zhang
Nenghai Yu
36
0
0
10 Mar 2025
Auto-encoding Molecules: Graph-Matching Capabilities Matter
Magnus Cunow
Gerrit Großmann
GNN
35
0
0
01 Mar 2025
Neural Network Graph Similarity Computation Based on Graph Fusion
Neural Network Graph Similarity Computation Based on Graph Fusion
Zenghui Chang
Yiqiao Zhang
Hong Cai Chen
GNN
73
0
0
25 Feb 2025
Neural Graph Matching Improves Retrieval Augmented Generation in Molecular Machine Learning
Neural Graph Matching Improves Retrieval Augmented Generation in Molecular Machine Learning
Runzhong Wang
Rui Wang
Mrunali Manjrekar
Connor W. Coley
64
0
0
25 Feb 2025
UniASM: Binary Code Similarity Detection without Fine-tuning
UniASM: Binary Code Similarity Detection without Fine-tuning
Yeming Gu
Hui Shu
Fei Kang
Fan Hu
64
10
0
21 Feb 2025
On the Use of Deep Learning Models for Semantic Clone Detection
On the Use of Deep Learning Models for Semantic Clone Detection
Subroto Nag Pinku
Debajyoti Mondal
C. Roy
72
3
0
19 Dec 2024
Graph Similarity Computation via Interpretable Neural Node Alignment
Graph Similarity Computation via Interpretable Neural Node Alignment
Jingjing Wang
Hongjie Zhu
H. Xie
F. Wang
Xiaoliang Xu
Yuxiang Wang
67
0
0
13 Dec 2024
StrTune: Data Dependence-based Code Slicing for Binary Similarity
  Detection with Fine-tuned Representation
StrTune: Data Dependence-based Code Slicing for Binary Similarity Detection with Fine-tuned Representation
Kaiyan He
Yikun Hu
Xuehui Li
Yunhao Song
Yubo Zhao
Dawu Gu
69
1
0
19 Nov 2024
Visual-Semantic Graph Matching Net for Zero-Shot Learning
Bowen Duan
Shiming Chen
Yufei Guo
Guo-Sen Xie
Weiping Ding
Yisong Wang
66
0
0
18 Nov 2024
SEGMN: A Structure-Enhanced Graph Matching Network for Graph Similarity
  Learning
SEGMN: A Structure-Enhanced Graph Matching Network for Graph Similarity Learning
Wenjun Wang
Jiacheng Lu
Kejia Chen
Zheng Liu
Shilong Sang
20
0
0
06 Nov 2024
Interdependency Matters: Graph Alignment for Multivariate Time Series
  Anomaly Detection
Interdependency Matters: Graph Alignment for Multivariate Time Series Anomaly Detection
Yuanyi Wang
Haifeng Sun
Chengsen Wang
Mengde Zhu
Jingyu Wang
Wei Tang
Q. Qi
Zirui Zhuang
Jianxin Liao
AI4TS
27
2
0
11 Oct 2024
Graph Edit Distance with General Costs Using Neural Set Divergence
Graph Edit Distance with General Costs Using Neural Set Divergence
Eeshaan Jain
Indradyumna Roy
Saswat Meher
Soumen Chakrabarti
A. De
32
3
0
26 Sep 2024
Advanced Graph Clustering Methods: A Comprehensive and In-Depth Analysis
Advanced Graph Clustering Methods: A Comprehensive and In-Depth Analysis
Timothé Watteau
Aubin Bonnefoy
Simon Illouz-Laurent
Joaquim Jusseau
Serge Iovleff
35
0
0
12 Jul 2024
FuncEvalGMN: Evaluating Functional Correctness of SQL via Graph Matching
  Network
FuncEvalGMN: Evaluating Functional Correctness of SQL via Graph Matching Network
Yi Zhan
Yang Sun
Han Weng
Longjie Cui
Guifeng Wang
Jiajun Xie
Yu Tian
Xiaoming Yin
Boyi Liu
Dongchi Huang
24
0
0
09 Jul 2024
Structural Generalization in Autonomous Cyber Incident Response with
  Message-Passing Neural Networks and Reinforcement Learning
Structural Generalization in Autonomous Cyber Incident Response with Message-Passing Neural Networks and Reinforcement Learning
Jakob Nyberg
Pontus Johnson
33
1
0
08 Jul 2024
MIREncoder: Multi-modal IR-based Pretrained Embeddings for Performance
  Optimizations
MIREncoder: Multi-modal IR-based Pretrained Embeddings for Performance Optimizations
Akash Dutta
Ali Jannesari
30
0
0
02 Jul 2024
MuGSI: Distilling GNNs with Multi-Granularity Structural Information for
  Graph Classification
MuGSI: Distilling GNNs with Multi-Granularity Structural Information for Graph Classification
Tianjun Yao
Jiaqi Sun
Defu Cao
Kun Zhang
Guangyi Chen
27
5
0
28 Jun 2024
Efficient Graph Similarity Computation with Alignment Regularization
Efficient Graph Similarity Computation with Alignment Regularization
Wei Zhuo
Guang Tan
27
17
0
21 Jun 2024
A Unified Framework for Combinatorial Optimization Based on Graph Neural
  Networks
A Unified Framework for Combinatorial Optimization Based on Graph Neural Networks
Yaochu Jin
Xueming Yan
Shiqing Liu
Xiangyu Wang
44
3
0
19 Jun 2024
Scalable Expressiveness through Preprocessed Graph Perturbations
Scalable Expressiveness through Preprocessed Graph Perturbations
Danial Saber
Amirali Salehi-Abari
22
1
0
17 Jun 2024
Know Your Neighborhood: General and Zero-Shot Capable Binary Function
  Search Powered by Call Graphlets
Know Your Neighborhood: General and Zero-Shot Capable Binary Function Search Powered by Call Graphlets
Josh Collyer
Tim Watson
Iain Phillips
GNN
17
0
0
02 Jun 2024
Network Interdiction Goes Neural
Network Interdiction Goes Neural
Lei Zhang
Zhiqian Chen
Chang-Tien Lu
Liang Zhao
AAML
41
0
0
26 May 2024
Assemblage: Automatic Binary Dataset Construction for Machine Learning
Assemblage: Automatic Binary Dataset Construction for Machine Learning
Chang Liu
Rebecca Saul
Yihao Sun
Edward Raff
Maya Fuchs
Townsend Southard Pantano
James Holt
Kristopher K. Micinski
27
2
0
07 May 2024
Rapid and Precise Topological Comparison with Merge Tree Neural Networks
Rapid and Precise Topological Comparison with Merge Tree Neural Networks
Yu Qin
Brittany Terese Fasy
C. Wenk
Brian Summa
24
4
0
08 Apr 2024
FoC: Figure out the Cryptographic Functions in Stripped Binaries with LLMs
FoC: Figure out the Cryptographic Functions in Stripped Binaries with LLMs
Guoqiang Chen
Xiuwei Shang
Shaoyin Cheng
Yanming Zhang
Weiming Zhang
Neng H. Yu
N. Yu
92
2
0
27 Mar 2024
CEBin: A Cost-Effective Framework for Large-Scale Binary Code Similarity
  Detection
CEBin: A Cost-Effective Framework for Large-Scale Binary Code Similarity Detection
Hao Wang
Zeyu Gao
Chao Zhang
Mingyang Sun
Yuchen Zhou
Han Qiu
Xiangwei Xiao
23
8
0
29 Feb 2024
CLAP: Learning Transferable Binary Code Representations with Natural
  Language Supervision
CLAP: Learning Transferable Binary Code Representations with Natural Language Supervision
Hao Wang
Zeyu Gao
Chao Zhang
Zihan Sha
Mingyang Sun
Yuchen Zhou
Wenyu Zhu
Wenju Sun
Han Qiu
Xiangwei Xiao
30
16
0
26 Feb 2024
Smoothed Graph Contrastive Learning via Seamless Proximity Integration
Smoothed Graph Contrastive Learning via Seamless Proximity Integration
M. Behmanesh
M. Ovsjanikov
16
0
0
23 Feb 2024
Representation Learning for Frequent Subgraph Mining
Representation Learning for Frequent Subgraph Mining
Rex Ying
Tianyu Fu
Andrew Wang
Jiaxuan You
Yu Wang
J. Leskovec
GNN
24
1
0
22 Feb 2024
CodeArt: Better Code Models by Attention Regularization When Symbols Are
  Lacking
CodeArt: Better Code Models by Attention Regularization When Symbols Are Lacking
Zian Su
Xiangzhe Xu
Ziyang Huang
Zhuo Zhang
Yapeng Ye
Jianjun Huang
Xiangyu Zhang
OffRL
35
8
0
19 Feb 2024
Safe Distributed Control of Multi-Robot Systems with Communication Delays
Safe Distributed Control of Multi-Robot Systems with Communication Delays
Luca Ballotta
Rajat Talak
AI4CE
16
1
0
14 Feb 2024
Learning time-dependent PDE via graph neural networks and deep operator
  network for robust accuracy on irregular grids
Learning time-dependent PDE via graph neural networks and deep operator network for robust accuracy on irregular grids
S. Cho
Jae Yong Lee
Hyung Ju Hwang
GNN
AI4CE
16
3
0
13 Feb 2024
EUGENE: Explainable Unsupervised Approximation of Graph Edit Distance with Generalized Edit Costs
EUGENE: Explainable Unsupervised Approximation of Graph Edit Distance with Generalized Edit Costs
Aditya Bommakanti
Harshith Reddy Vonteri
Sayan Ranu
Panagiotis Karras
25
0
0
08 Feb 2024
GCBF+: A Neural Graph Control Barrier Function Framework for Distributed Safe Multi-Agent Control
GCBF+: A Neural Graph Control Barrier Function Framework for Distributed Safe Multi-Agent Control
Songyuan Zhang
Oswin So
Kunal Garg
Chuchu Fan
AI4CE
31
22
0
25 Jan 2024
Graph Edits for Counterfactual Explanations: A comparative study
Graph Edits for Counterfactual Explanations: A comparative study
Angeliki Dimitriou
Nikolaos Chaidos
Maria Lymperaiou
Giorgos Stamou
BDL
30
0
0
21 Jan 2024
Cross-Inlining Binary Function Similarity Detection
Cross-Inlining Binary Function Similarity Detection
Ang Jia
Ming Fan
Xi Xu
Wuxia Jin
Haijun Wang
Ting Liu
15
4
0
11 Jan 2024
Strong Transitivity Relations and Graph Neural Networks
Strong Transitivity Relations and Graph Neural Networks
Yassin Mohamadi
M. H. Chehreghani
GNN
13
2
0
01 Jan 2024
BinGo: Identifying Security Patches in Binary Code with Graph
  Representation Learning
BinGo: Identifying Security Patches in Binary Code with Graph Representation Learning
Xu He
Shu Wang
Pengbin Feng
Xinda Wang
Shiyu Sun
Qi Li
Kun Sun
16
1
0
13 Dec 2023
Attacking the Loop: Adversarial Attacks on Graph-based Loop Closure
  Detection
Attacking the Loop: Adversarial Attacks on Graph-based Loop Closure Detection
J. Kim
M. Urschler
Patricia J. Riddle
Jörg Simon Wicker
AAML
32
0
0
12 Dec 2023
VEXIR2Vec: An Architecture-Neutral Embedding Framework for Binary
  Similarity
VEXIR2Vec: An Architecture-Neutral Embedding Framework for Binary Similarity
S. VenkataKeerthy
Soumya Banerjee
Sayan Dey
Yashas Andaluri
PS Raghul
S. Kalyanasundaram
Fernando Magno Quintao Pereira
Ramakrishna Upadrasta
24
3
0
01 Dec 2023
ResMGCN: Residual Message Graph Convolution Network for Fast Biomedical
  Interactions Discovering
ResMGCN: Residual Message Graph Convolution Network for Fast Biomedical Interactions Discovering
Zecheng Yin
10
0
0
13 Nov 2023
MATA*: Combining Learnable Node Matching with A* Algorithm for
  Approximate Graph Edit Distance Computation
MATA*: Combining Learnable Node Matching with A* Algorithm for Approximate Graph Edit Distance Computation
Junfeng Liu
Min Zhou
Shuai Ma
Lujia Pan
29
10
0
04 Nov 2023
MAG-GNN: Reinforcement Learning Boosted Graph Neural Network
MAG-GNN: Reinforcement Learning Boosted Graph Neural Network
Lecheng Kong
Jiarui Feng
Hao Liu
Dacheng Tao
Yixin Chen
Muhan Zhang
AI4CE
16
11
0
29 Oct 2023
FASER: Binary Code Similarity Search through the use of Intermediate
  Representations
FASER: Binary Code Similarity Search through the use of Intermediate Representations
Josh Collyer
Tim Watson
Iain Phillips
13
5
0
05 Oct 2023
SSIG: A Visually-Guided Graph Edit Distance for Floor Plan Similarity
SSIG: A Visually-Guided Graph Edit Distance for Floor Plan Similarity
Casper van Engelenburg
Seyran Khademi
J. C. V. Gemert
18
1
0
08 Sep 2023
ProvG-Searcher: A Graph Representation Learning Approach for Efficient
  Provenance Graph Search
ProvG-Searcher: A Graph Representation Learning Approach for Efficient Provenance Graph Search
Enes Altinisik
Fatih Deniz
H. Sencar
25
15
0
07 Sep 2023
Blink: Link Local Differential Privacy in Graph Neural Networks via
  Bayesian Estimation
Blink: Link Local Differential Privacy in Graph Neural Networks via Bayesian Estimation
Xiaochen Zhu
Vincent Y. F. Tan
Xiaokui Xiao
22
9
0
06 Sep 2023
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