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Binary analysis plays a pivotal role in security domains such as malware detection and vulnerability discovery, yet it remains labor-intensive and heavily reliant on expert knowledge. General-purpose large language models (LLMs) perform…

密码学与安全 · 计算机科学 2025-05-23 Guoqiang Chen , Huiqi Sun , Daguang Liu , Zhiqi Wang , Qiang Wang , Bin Yin , Lu Liu , Lingyun Ying

The binary executable format is the standard method for distributing and executing software. Yet, it is also as opaque a representation of software as can be. If the binary format were augmented with metadata that provides security-relevant…

密码学与安全 · 计算机科学 2026-04-22 Daniel Engel , Freek Verbeek , Pranav Kumar , Binoy Ravindran

Since compiler optimization is the most common source contributing to binary code differences in syntax, testing the resilience against the changes caused by different compiler optimization settings has become a standard evaluation step for…

编程语言 · 计算机科学 2021-03-26 Xiaolei Ren , Michael Ho , Jiang Ming , Yu Lei , Li Li

Recovering high-level type information in binaries is a key task in reverse engineering and binary analysis. Binaries contain very little explicit type information. The structure of binary code is incredibly flexible allowing for ad-hoc…

编程语言 · 计算机科学 2024-09-04 Ian Smith

Sherpa is a hyperparameter optimization library for machine learning models. It is specifically designed for problems with computationally expensive, iterative function evaluations, such as the hyperparameter tuning of deep neural networks.…

机器学习 · 计算机科学 2020-05-11 Lars Hertel , Julian Collado , Peter Sadowski , Jordan Ott , Pierre Baldi

This paper is the result of a two month research internship on the topic of library version identification. In this paper, ideas and techniques from literature in the area of binary comparison and fingerprinting are outlined and applied to…

密码学与安全 · 计算机科学 2017-03-02 Thomas Rinsma

Analyzing the security of closed-source drivers and libraries in embedded systems holds significant importance, given their fundamental role in the supply chain. Unlike x86, embedded platforms lack comprehensive binary manipulating tools,…

密码学与安全 · 计算机科学 2024-04-25 Shipei Qu , Xiaolin Zhang , Chi Zhang , Dawu Gu

Security of software supply chains is necessary to ensure that software updates do not contain maliciously injected code or introduce vulnerabilities that may compromise the integrity of critical infrastructure. Verifying the integrity of…

Reverse engineering of binary executables is a critical problem in the computer security domain. On the one hand, malicious parties may recover interpretable source codes from the software products to gain commercial advantages. On the…

编程语言 · 计算机科学 2019-07-01 Cheng Fu , Huili Chen , Haolan Liu , Xinyun Chen , Yuandong Tian , Farinaz Koushanfar , Jishen Zhao

We present a second iteration of a machine learning approach to static code analysis and fingerprinting for weaknesses related to security, software engineering, and others using the open-source MARF framework and the MARFCAT application…

密码学与安全 · 计算机科学 2013-05-13 Serguei A. Mokhov , Joey Paquet , Mourad Debbabi , Yankui Sun

This paper introduces cozy, a tool for analyzing and visualizing differences between two versions of a software binary. The primary use case for cozy is validating "micropatches": small binary or assembly-level patches inserted into…

软件工程 · 计算机科学 2025-09-04 Caleb Helbling , Graham Leach-Krouse , Sam Lasser , Greg Sullivan

We introduce the zip tree, a form of randomized binary search tree that integrates previous ideas into one practical, performant, and pleasant-to-implement package. A zip tree is a binary search tree in which each node has a numeric rank…

数据结构与算法 · 计算机科学 2022-02-23 Robert E. Tarjan , Caleb C. Levy , Stephen Timmel

The secure domination problem, a variation of the domination problem with some important real-world applications, is considered. Very few algorithmic attempts to solve this problem have been presented in literature, and the most successful…

组合数学 · 数学 2019-11-07 Ryan Burdett , Michael Haythorpe

Most particle induced X-ray emission (PIXE) data analysis codes are not focused on handling multilayered samples. We have developed an open-source library called "LibCPIXE", for PIXE data analysis. It is written in standard C and implements…

材料科学 · 物理学 2007-07-18 C. Pascual-Izarra , N. P. Barradas , M. A. Reis

Optimization techniques play an important role in several scientific and real-world applications, thus becoming of great interest for the community. As a consequence, a number of open-source libraries are available in the literature, which…

神经与进化计算 · 计算机科学 2017-04-19 Joao Paulo Papa , Gustavo Henrique Rosa , Douglas Rodrigues , Xin-She Yang

We present libsharp, a code library for spherical harmonic transforms (SHTs), which evolved from the libpsht library, addressing several of its shortcomings, such as adding MPI support for distributed memory systems and SHTs of fields with…

计算物理 · 物理学 2015-06-15 Martin Reinecke , Dag Sverre Seljebotn

The scalability, as well as the effectiveness, of the different Content-based Image Retrieval (CBIR) approaches proposed in literature, is today an important research issue. Given the wealth of images on the Web, CBIR systems must in fact…

The open-source Helix++ project improves the security posture of computing platforms by applying cutting-edge cybersecurity techniques to diversify and harden software automatically. A distinguishing feature of Helix++ is that it does not…

密码学与安全 · 计算机科学 2023-04-12 Jack W. Davidson , Jason D. Hiser , Anh Nguyen-Tuong

A timely software update is vital to combat the increasing security vulnerabilities. However, some software vendors may secretly patch their vulnerabilities without creating CVE entries or even describing the security issue in their change…

密码学与安全 · 计算机科学 2023-12-14 Xu He , Shu Wang , Pengbin Feng , Xinda Wang , Shiyu Sun , Qi Li , Kun Sun

Binary code is pervasive, and binary analysis is a key task in reverse engineering, malware classification, and vulnerability discovery. Unfortunately, while there exist large corpora of malicious binaries, obtaining high-quality corpora of…

密码学与安全 · 计算机科学 2024-11-05 Chang Liu , Rebecca Saul , Yihao Sun , Edward Raff , Maya Fuchs , Townsend Southard Pantano , James Holt , Kristopher Micinski