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SAFE: Self-Attentive Function Embeddings for Binary Similarity

13 November 2018

Luca Massarelli

Giuseppe Antonio Di Luna

Papers citing "SAFE: Self-Attentive Function Embeddings for Binary Similarity"

41 / 41 papers shown

Title
Analyzing PDFs like Binaries: Adversarially Robust PDF Malware Analysis via Intermediate Representation and Language Model Side Liu Jiang Ming Guodong Zhou Xinyi Liu Jianming Fu Guojun Peng AAML 14 0 0 20 Jun 2025
UniASM: Binary Code Similarity Detection without Fine-tuning Yeming Gu Hui Shu Fei Kang Fan Hu 206 10 0 21 Feb 2025
On the Role of Pre-trained Embeddings in Binary Code Analysis Alwin Maier Felix Weissberg Konrad Rieck 129 0 0 12 Feb 2025
A Progressive Transformer for Unifying Binary Code Embedding and Knowledge Transfer Hanxiao Lu Hongyu Cai Yiming Liang Antonio Bianchi Z. Berkay Celik 100 0 0 15 Dec 2024
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 98 1 0 19 Nov 2024
BinSimDB: Benchmark Dataset Construction for Fine-Grained Binary Code Similarity Analysis Fei Zuo Cody Tompkins Qiang Zeng Lannan Luo Yung Ryn Choe Junghwan Rhee 49 0 0 14 Oct 2024
Unsupervised Binary Code Translation with Application to Code Similarity Detection and Vulnerability Discovery Iftakhar Ahmad Lannan Luo 75 1 0 29 Apr 2024
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 163 2 0 27 Mar 2024
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 61 13 0 29 Feb 2024
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 88 22 0 26 Feb 2024
Cross-Inlining Binary Function Similarity Detection Ang Jia Ming Fan Xi Xu Wuxia Jin Haijun Wang Ting Liu 138 6 0 11 Jan 2024
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 49 3 0 01 Dec 2023
FASER: Binary Code Similarity Search through the use of Intermediate Representations Josh Collyer Tim Watson Iain Phillips 78 6 0 05 Oct 2023
kTrans: Knowledge-Aware Transformer for Binary Code Embedding Wenyu Zhu Hao Wang Yuchen Zhou Jiaming Wang Zihan Sha Zeyu Gao Chao Zhang 88 10 0 24 Aug 2023
Binary Code Similarity Detection Zian Liu 17 9 0 06 Aug 2023
SemDiff: Binary Similarity Detection by Diffing Key-Semantics Graphs Zian Liu Zongzhang Zhang Siqi Ma Dongxi Liu Jinchao Zhang Chao Chen Shi-xiang Liu Muhammad Ejaz Ahmed Yang Xiang 33 2 0 02 Aug 2023
VulMatch: Binary-level Vulnerability Detection Through Signature Zian Liu Lei Pan Chao Chen Ejaz Ahmed Shi-xiang Liu Jinchao Zhang Dongxi Liu 35 2 0 01 Aug 2023
Pluvio: Assembly Clone Search for Out-of-domain Architectures and Libraries through Transfer Learning and Conditional Variational Information Bottleneck Zhiwei Fu Steven H. H. Ding Furkan Alaca Benjamin C. M. Fung P. Charland 38 1 0 20 Jul 2023
FastBCSD: Fast and Efficient Neural Network for Binary Code Similarity Detection Che-Wei Huang Guibo Zhu Guojing Ge Taiha Li Jinqiao Wang 64 1 0 25 Jun 2023
GraphMoco:a Graph Momentum Contrast Model that Using Multimodel Structure Information for Large-scale Binary Function Representation Learning Runjin Sun Shize Guo Wei Li XingYu Zhang Xi Guo Zhisong Pan 66 4 0 18 May 2023
LibAM: An Area Matching Framework for Detecting Third-party Libraries in Binaries Siyuan Li Yongpan Wang Chaopeng Dong Shouguo Yang Hong Li ... Zhe Lang Zuxin Chen Weijie Wang Hongsong Zhu Limin Sun 71 14 0 06 May 2023
Khaos: The Impact of Inter-procedural Code Obfuscation on Binary Diffing Techniques Peihua Zhang Chenggang Wu Ming-Hong Peng Kai Zeng Ding Yu Yuanming Lai Yan Kang Wen Wang Zhe Wang 32 7 0 27 Jan 2023
Asteria-Pro: Enhancing Deep-Learning Based Binary Code Similarity Detection by Incorporating Domain Knowledge Shouguo Yang Chaopeng Dong Yang Xiao Yiran Cheng Zhiqiang Shi Zhi Li Limin Sun 72 36 0 02 Jan 2023
Efficient Malware Analysis Using Metric Embeddings Ethan M. Rudd David B. Krisiloff Scott E. Coull Daniel Olszewski Edward Raff James Holt AAML 62 8 0 05 Dec 2022
Backdoor Vulnerabilities in Normally Trained Deep Learning Models Guanhong Tao Zhenting Wang Shuyang Cheng Shiqing Ma Shengwei An Yingqi Liu Guangyu Shen Zhuo Zhang Yunshu Mao Xiangyu Zhang SILM 70 17 0 29 Nov 2022
SimCLF: A Simple Contrastive Learning Framework for Function-level Binary Embeddings Ruijin Sun Guo Shize Jinhong Guo Li Wei Zhan Dazhi Sun Meng Zhisong Pan 43 0 0 06 Sep 2022
FuncFooler: A Practical Black-box Attack Against Learning-based Binary Code Similarity Detection Methods Lichen Jia Bowen Tang Chenggang Wu Zhe Wang Zihan Jiang Yuanming Lai Yan Kang Ninghui Liu Jingfeng Zhang AAML 30 2 0 26 Aug 2022
Black-box Attacks Against Neural Binary Function Detection Josh Bundt Michael Davinroy Ioannis Agadakos Alina Oprea William K. Robertson AAML 51 1 0 24 Aug 2022
Multi-relational Instruction Association Graph for Cross-architecture Binary Similarity Comparison Qi Song Yongzheng Zhang Shuhao Li 16 0 0 24 Jun 2022
Inter-BIN: Interaction-based Cross-architecture IoT Binary Similarity Comparison Qi Song Yongzheng Zhang Binglai Wang Yige Chen 28 9 0 01 Jun 2022
jTrans: Jump-Aware Transformer for Binary Code Similarity Hao Wang Wenjie Qu Gilad Katz Wenyu Zhu Zeyu Gao Han Qiu Jianwei Zhuge Chao Zhang 53 134 0 25 May 2022
XFL: Naming Functions in Binaries with Extreme Multi-label Learning James Patrick-Evans Moritz Dannehl Johannes Kinder 74 12 0 28 Jul 2021
Semantic-aware Binary Code Representation with BERT Hyungjoon Koo Soyeon Park Daejin Choi Taesoo Kim 60 24 0 10 Jun 2021
argXtract: Deriving IoT Security Configurations via Automated Static Analysis of Stripped ARM Binaries P. Sivakumaran Jorge Blasco 15 0 0 07 May 2021
PalmTree: Learning an Assembly Language Model for Instruction Embedding Xuezixiang Li Qu Yu Heng Yin 79 155 0 21 Jan 2021
Eth2Vec: Learning Contract-Wide Code Representations for Vulnerability Detection on Ethereum Smart Contracts Nami Ashizawa Naoto Yanai Jason Paul Cruz Shingo Okamura 94 98 0 07 Jan 2021
Trex: Learning Execution Semantics from Micro-Traces for Binary Similarity Kexin Pei Zhou Xuan Junfeng Yang Suman Jana Baishakhi Ray 100 90 0 16 Dec 2020
FastSpec: Scalable Generation and Detection of Spectre Gadgets Using Neural Embeddings M. Caner Tol Berk Gülmezoglu Koray Yurtseven B. Sunar 53 16 0 25 Jun 2020
A Gentle Introduction to Deep Learning for Graphs D. Bacciu Federico Errica Alessio Micheli Marco Podda AI4CE GNN 135 281 0 29 Dec 2019
In Nomine Function: Naming Functions in Stripped Binaries with Neural Networks Fiorella Artuso Giuseppe Antonio Di Luna Luca Massarelli Leonardo Querzoni 21 5 0 17 Dec 2019
A Survey of Binary Code Similarity I. Haq Juan Caballero 52 138 0 25 Sep 2019