Search Results - binary code models

Removal of vulnerabilities in binary code by program model checking and concolic execution

Authors: Ferreirinha, Luís Pedro Félix Medeiros, Ibéria Vitória de Sousa Repositório Científico de Acesso Aberto da ULisboa

Contributors: Ferreirinha, Luís Pedro Félix Medeiros, Ibéria Vitória de Sousa Repositório Científico de Acesso Aberto da ULisboa

Source: urn:tid:203741420

Subject Terms: Verificação de Modelos, Vulnerabilidades de Overflow na Pilha, Código Binário, Execução Concólica, Análise Estática, Teses de mestrado - 2024

File Description: application/pdf

Availability: http://hdl.handle.net/10400.5/95544

CrossSimEmb: transformer-based embedding model for cross-compilation binary code similarity detection.

Authors: Yu, Gaoqing Huang, Wei Lyu, Jiuyang et al.

Source: Journal of Supercomputing. Oct2025, Vol. 81 Issue 15, p1-33. 33p.

Enhancing Function Matching in Binary Code with Machine Learning Models

Authors: Haara, Valentin

Index Terms: Technology and Engineering, H2

URL: http://lup.lub.lu.se/student-papers/record/9186824

GBsim: A Robust GCN-BERT Approach for Cross-Architecture Binary Code Similarity Analysis.

Authors: Du, Jiang Wei, Qiang Wang, Yisen et al.

Source: Entropy; Apr2025, Vol. 27 Issue 4, p392, 23p

Subject Terms: GRAPH neural networks, NATURAL language processing, LANGUAGE models, BINARY codes, DEEP learning

LLM4Decompile: Decompiling Binary Code with Large Language Models

Authors: Tan, Hanzhuo Luo, Qi Li, Jing et al.

Index Terms: Computer Science - Programming Languages, Computer Science - Computation and Language, text

URL: http://arxiv.org/abs/2403.05286

Source Code Foundation Models are Transferable Binary Analysis Knowledge Bases

Authors: Su, Zian Xu, Xiangzhe Huang, Ziyang et al.

Index Terms: Computer Science - Software Engineering, Computer Science - Artificial Intelligence, Computer Science - Computation and Language, text

URL: http://arxiv.org/abs/2405.19581

An empirical study on the effectiveness of large language models for binary code understanding.

Authors: Shang, Xiuwei Fu, Zhenkan Cheng, Shaoyin et al.

Source: Empirical Software Engineering; Feb2026, Vol. 31 Issue 1, p1-38, 38p

How Far Have We Gone in Binary Code Understanding Using Large Language Models

Authors: Shang, Xiuwei Cheng, Shaoyin Chen, Guoqiang et al.

Index Terms: Computer Science - Software Engineering, Computer Science - Cryptography and Security, text

URL: http://arxiv.org/abs/2404.09836

Mitigating Disparate Elevation Differences between Adjacent Topobathymetric Data Models Using Binary Code.

Authors: Cushing, William M. Tyler, Dean J.

Source: Remote Sensing. Sep2024, Vol. 16 Issue 18, p3418. 27p.

Subject Terms: *DIGITAL elevation models, *CLIMATOLOGY, *BINARY codes, *ABSOLUTE sea level change, *SEDIMENT transport

Company/Entity: GEOLOGICAL Survey (U.S.)

Cross-Architecture Binary Code Similarity-Detection Method Based on Contextual Information.

Authors: Zeng, Xingyu Yang, Yujie Wen, Qiaoyan et al.

Source: Applied Sciences (2076-3417); Sep2025, Vol. 15 Issue 17, p9458, 23p

Subject Terms: BINARY codes, GRAPH neural networks, MALWARE, HYPOTHESIS

A survey of binary code representation technology.

Alternate Title: 二进制代码表征技术研究进展综述. (Chinese)

Authors: Wang, Taiyan Xie, Qingsong Yu, Lu et al.

Source: Frontiers of Information Technology & Electronic Engineering; May2025, Vol. 26 Issue 5, p671-694, 24p

MSSA: multi-stage semantic-aware neural network for binary code similarity detection.

Authors: Wan, Bangrui Zhou, Jianjun Wang, Ying et al.

Source: PeerJ Computer Science; Jan2025, p1-22, 22p

Subject Terms: BINARY codes, INTEGRAL functions, TRANSFORMER models, LINEAR network coding, DEEP learning

SABLM-VD: Vulnerability detection with a semantic-aware binary language model.

Authors: Li, Qinghao Liu, Tieming Liu, Wei et al.

Source: Information & Software Technology. Feb2026, Vol. 190, pN.PAG-N.PAG. 1p.

Subject Terms: *COMPUTER security, BINARY codes, DEEP learning, LANGUAGE models, PENETRATION testing (Computer security)

Binary Code Summarization: Benchmarking ChatGPT/GPT-4 and Other Large Language Models

Authors: Jin, Xin Larson, Jonathan Yang, Weiwei et al.

Index Terms: Computer Science - Cryptography and Security, Computer Science - Computation and Language, Computer Science - Machine Learning, Computer Science - Software Engineering, text

URL: http://arxiv.org/abs/2312.09601

IoTSim: Internet of Things-Oriented Binary Code Similarity Detection with Multiple Block Relations.

Authors: Luo, Zhenhao Wang, Pengfei Xie, Wei et al.

Source: Sensors (14248220). Sep2023, Vol. 23 Issue 18, p7789. 22p.

Subject Terms: *BINARY codes, *LANGUAGE models, *COMPUTER security, *INTERNET, *APPLICATION software

Adversarial Attacks Against Binary Similarity Systems

Authors: Capozzi, Gianluca D'Elia, Daniele Cono Luna, Giuseppe Antonio Di et al.

Source: IEEE Access, Vol 12, Pp 161247-161269 (2024)

Subject Terms: FOS: Computer and information sciences, Computer Science - Machine Learning, Computer Science - Cryptography and Security, binary code models, Adversarial attacks, binary similarity, TK1-9971, Machine Learning (cs.LG), greedy, Electrical engineering. Electronics. Nuclear engineering, binary analysis, black-box attacks, Cryptography and Security (cs.CR), Adversarial Attacks, Binary Analysis, Binary Code Models, Binary Similarity, Black-box Attacks, Greedy, White-box Attacks

File Description: application/pdf

Access URL: http://arxiv.org/abs/2303.11143
https://doaj.org/article/45c012a5175e42cea9e54af0608bbb25
https://hdl.handle.net/11573/1724676
https://doi.org/10.1109/access.2024.3488204

IoT based malaria website model using Digital Binary Code : A Mathematical Study

Authors: Padmaja Tripathi Harish Chandra Ram Keval et al.

Source: 2024 International Conference on IoT, Communication and Automation Technology (ICICAT). :1671-1676

An Empirical Assessment on the Limits of Binary Code Summarization with Transformer-based Models

Authors: Al-Kaswan, Ali (author)

Index Terms: Machine Learning, Cyber Security, Reverse engineering, Natural Language Processing, Transformers, Deep Learning, master thesis

URL: http://resolver.tudelft.nl/uuid:06a525ef-a9a8-4899-bbdb-cf2925808dae
https://doi.org/10.4121/20301309
https://doi.org/10.4121/20301309

BinMetric: A Comprehensive Binary Code Analysis Benchmark for Large Language Models

Authors: Xiuwei Shang Guoqiang Chen Shaoyin Cheng et al.

Source: Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence. :7715-7723

Feature Extraction Methods for Binary Code Similarity Detection Using Neural Machine Translation Models

Authors: Norimitsu Ito Masaki Hashimoto Akira Otsuka

Source: IEEE Access, Vol 11, Pp 102796-102805 (2023)

Subject Terms: Binary code similarity detection, machine learning, Electrical engineering. Electronics. Nuclear engineering, neural machine translation, TK1-9971

Access URL: https://doaj.org/article/81cc979a59f84dc0ad7b90c4f61fef7f