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Binary analysis is a core component of many critical security tasks, including reverse engineering, malware analysis, and vulnerability detection. Manual analysis is often time-consuming, but identifying commonly-used or previously-seen…

Machine Learning · Computer Science 2024-10-31 Rebecca Saul , Chang Liu , Noah Fleischmann , Richard Zak , Kristopher Micinski , Edward Raff , James Holt

Enforcing open source licenses such as the GNU General Public License (GPL), analyzing a binary for possible vulnerabilities, and code maintenance are all situations where it is useful to be able to determine the source code provenance of a…

Cryptography and Security · Computer Science 2017-11-03 Dhaval Miyani , Zhen Huang , David Lie

Decompilation aims to convert binary code to high-level source code, but traditional tools like Ghidra often produce results that are difficult to read and execute. Motivated by the advancements in Large Language Models (LLMs), we propose…

Programming Languages · Computer Science 2025-08-06 Hanzhuo Tan , Qi Luo , Jing Li , Yuqun Zhang

Vulnerabilities severely threaten software systems, making the timely application of security patches crucial for mitigating attacks. However, software vendors often silently patch vulnerabilities with limited disclosure, where Security…

Software Engineering · Computer Science 2026-01-12 Qingyuan Li , Chenchen Yu , Chuanyi Li , Xin-Cheng Wen , Cheryl Lee , Cuiyun Gao , Bin Luo

This paper proposes ReBNet, an end-to-end framework for training reconfigurable binary neural networks on software and developing efficient accelerators for execution on FPGA. Binary neural networks offer an intriguing opportunity for…

Machine Learning · Computer Science 2018-03-29 Mohammad Ghasemzadeh , Mohammad Samragh , Farinaz Koushanfar

Large Language Models (LLMs) have achieved remarkable progress in recent years, driving their adoption across a wide range of domains, including computer security. In reverse engineering, LLMs are increasingly applied to critical tasks such…

Cryptography and Security · Computer Science 2026-05-01 Jun Yeon Won , Xin Jin , Shiqing Ma , Zhiqiang Lin

Binary Static Code Analysis (BSCA) is a pivotal area in software vulnerability research, focusing on the precise localization of vulnerabilities within binary executables. Despite advancements in BSCA techniques, there is a notable scarcity…

Cryptography and Security · Computer Science 2025-01-22 Lingfeng Chen

Decompilation of binary code has arisen as a highly-important application in the space of Ethereum VM (EVM) smart contracts. Major new decompilers appear nearly every year and attain popularity, for a multitude of reverse-engineering or…

Programming Languages · Computer Science 2025-04-18 Sifis Lagouvardos , Yannis Bollanos , Neville Grech , Yannis Smaragdakis

Compilers are essential for the performance and correct execution of software and hold universal relevance across various scientific disciplines. Despite this, there is a notable lack of tools for testing and evaluating them, especially…

Programming Languages · Computer Science 2026-01-06 Berke Ates , Filip Dobrosavljević , Theodoros Theodoridis , Zhendong Su

Programming is increasingly taught using block-based languages like Scratch. While the use of blocks prevents syntax errors, learners can still make semantic mistakes, requiring feedback and help. As teachers may be overwhelmed by help…

Software Engineering · Computer Science 2025-04-18 Sebastian Schweikl , Gordon Fraser

Binary code analysis plays a pivotal role in the field of software security and is widely used in tasks such as software maintenance, malware detection, software vulnerability discovery, patch analysis, etc. However, unlike source code,…

Software Engineering · Computer Science 2025-05-01 Xiuwei Shang , Zhenkan Fu , Shaoyin Cheng , Guoqiang Chen , Gangyang Li , Li Hu , Weiming Zhang , Nenghai Yu

The SCIP Optimization Suite provides a collection of software packages for mathematical optimization centered around the constraint integer programming framework SCIP. The focus of this paper is on the role of the SCIP Optimization Suite in…

This paper explores reoptimization techniques for solving sequences of similar mixed integer programs (MIPs) more effectively. Traditionally, these MIPs are solved independently, without capitalizing on information from previously solved…

Optimization and Control · Mathematics 2024-01-26 Krunal Kishor Patel

A variety of logical frameworks support the use of higher-order abstract syntax in representing formal systems; however, each system has its own set of benchmarks. Even worse, general proof assistants that provide special libraries for…

Logic in Computer Science · Computer Science 2015-07-30 Amy Felty , Alberto Momigliano , Brigitte Pientka

Efficient, reliable trapping of execution in a program at the desired location is a linchpin technique for dynamic malware analysis. The progression of debuggers and malware is akin to a game of cat and mouse - each are constantly in a…

Operating Systems · Computer Science 2019-08-22 Gregory Michael Price

Binary analysis is an important capability required for many security and software engineering applications. Consequently, there are many binary analysis techniques and tools with varied capabilities. However, testing these tools requires a…

Software Engineering · Computer Science 2023-01-09 Vidush Singhal , Akul Abhilash Pillai , Charitha Saumya , Milind Kulkarni , Aravind Machiry

LLM-based code interpreter agents are increasingly deployed in critical workflows, yet their robustness against risks introduced by their code execution capabilities remains underexplored. Existing benchmarks are limited to static datasets…

Cryptography and Security · Computer Science 2026-02-24 Lei Ba , Qinbin Li , Songze Li

Security experts reverse engineer (decompile) binary code to identify critical security vulnerabilities. The limited access to source code in vital systems - such as firmware, drivers, and proprietary software used in Critical…

Cryptography and Security · Computer Science 2024-11-08 Dylan Manuel , Nafis Tanveer Islam , Joseph Khoury , Ana Nunez , Elias Bou-Harb , Peyman Najafirad

When attempting to understand the behavior of an executable, a binary analyst can make use of many different techniques. These include program slicing, dynamic instrumentation, binary-level rewriting, symbolic execution, and formal…

For over ten years, the constraint integer programming framework SCIP has been extended by capabilities for the solution of convex and nonconvex mixed-integer nonlinear programs (MINLPs). With the recently published version 8.0, these…

Optimization and Control · Mathematics 2023-01-03 Ksenia Bestuzheva , Antonia Chmiela , Benjamin Müller , Felipe Serrano , Stefan Vigerske , Fabian Wegscheider