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Neural decompilers are machine learning models that reconstruct the source code from an executable program. Critical to the lifecycle of any machine learning model is an evaluation of its effectiveness. However, existing techniques for…

Machine Learning · Computer Science 2025-01-10 Luke Dramko , Claire Le Goues , Edward J. Schwartz

When source code or the original toolchain is unavailable, patching binaries is difficult because it requires editing low-level assembly code directly. As an alternative, one can decompile the binary, apply the patch at the source level,…

Cryptography and Security · Computer Science 2026-05-05 Han Dai , Soumyakant Priyadarshan , Abdullah Imran , Ruoyu Wang , Antonio Bianchi

Speech codecs serve as bridges between continuous speech signals and large language models, yet face an inherent conflict between acoustic fidelity and semantic preservation. To mitigate this conflict, prevailing methods augment acoustic…

Sound · Computer Science 2026-01-28 Xin Zhang , Lin Li , Xiangni Lu , Jianquan Liu , Kong Aik Lee

Understanding binary code is an essential but complex software engineering task for reverse engineering, malware analysis, and compiler optimization. Unlike source code, binary code has limited semantic information, which makes it…

Software Engineering · Computer Science 2022-10-12 Yifan Zhang

The World Wide Web has become increasingly complex in recent years. This complexity severely affects users in the developing regions due to slow cellular data connectivity and usage of low-end smartphone devices. Existing solutions to…

The correctness of complex software depends on the correctness of both the source code and the compilers that generate corresponding binary code. Compilers must do more than preserve the semantics of a single source file: they must ensure…

Programming Languages · Computer Science 2024-09-04 Luke Geeson , James Brotherston , Wilco Dijkstra , Alastair F. Donaldson , Lee Smith , Tyler Sorensen , John Wickerson

Cloud computing requires isolation and portability for workloads. Cloud vendors must isolate each user's resources from others to prevent them from attacking other users or the whole system. Users may want to move their applications to…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-05 Soichiro Ueda , Ai Nozaki , Daisuke Kotani , Yasuo Okabe

We describe Swivel, a new compiler framework for hardening WebAssembly (Wasm) against Spectre attacks. Outside the browser, Wasm has become a popular lightweight, in-process sandbox and is, for example, used in production to isolate…

Decompiling Rust binaries is challenging due to the language's rich type system, aggressive compiler optimizations, and widespread use of high-level abstractions. In this work, we conduct a benchmark-driven evaluation of decompilation…

Programming Languages · Computer Science 2025-07-28 Zixu Zhou

Motivated by the fast adoption of WebAssembly, we propose the first functional pipeline to support the superoptimization of WebAssembly bytecode. Our pipeline works over LLVM and Souper. We evaluate our superoptimization pipeline with 12…

Programming Languages · Computer Science 2022-11-24 Javier Cabrera-Arteaga , Shrinish Donde , Jian Gu , Orestis Floros , Lucas Satabin , Benoit Baudry , Martin Monperrus

Large language models (LLMs) have shown promise in software engineering, yet their effectiveness for binary analysis remains unexplored. We present the first comprehensive evaluation of commercial LLMs for assembly code deobfuscation.…

Software Engineering · Computer Science 2025-06-06 Anton Tkachenko , Dmitrij Suskevic , Benjamin Adolphi

Decompilation is the procedure of transforming binary programs into a high-level representation, such as source code, for human analysts to examine. While modern decompilers can reconstruct and recover much information that is discarded…

Machine Learning · Computer Science 2021-03-25 Pratyay Banerjee , Kuntal Kumar Pal , Fish Wang , Chitta Baral

Given a closed-source program, such as most of proprietary software and viruses, binary code analysis is indispensable for many tasks, such as code plagiarism detection and malware analysis. Today, source code is very often compiled for…

Cryptography and Security · Computer Science 2018-12-27 Kimberly Redmond , Lannan Luo , Qiang Zeng

This paper reports on our experiences with verifying automotive C code by state-of-the-art open source software model checkers. The embedded C code is automatically generated from Simulink open-loop controller models. Its diverse features…

Logic in Computer Science · Computer Science 2020-03-27 Lukas Westhofen , Philipp Berger , Joost-Pieter Katoen

Tokenization is fundamental in assembly code analysis, impacting intrinsic characteristics like vocabulary size, semantic coverage, and extrinsic performance in downstream tasks. Despite its significance, tokenization in the context of…

Artificial Intelligence · Computer Science 2025-11-07 Ahmed Mostafa , Raisul Arefin Nahid , Samuel Mulder

Decompilation, the process of converting machine-level code into readable source code, plays a critical role in reverse engineering. Given that the main purpose of decompilation is to facilitate code comprehension in scenarios where the…

Software Engineering · Computer Science 2024-10-01 Ruixin Qin , Yifan Xiong , Yifei Lu , Minxue Pan

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…

Programming Languages · Computer Science 2021-03-26 Xiaolei Ren , Michael Ho , Jiang Ming , Yu Lei , Li Li

Binary code similarity detection (BCSD) is a fundamental technique for various application. Many BCSD solutions have been proposed recently, which mostly are embedding-based, but have shown limited accuracy and efficiency especially when…

Software Engineering · Computer Science 2024-03-01 Hao Wang , Zeyu Gao , Chao Zhang , Mingyang Sun , Yuchen Zhou , Han Qiu , Xi Xiao

We claim that existing techniques and tools for generating and verifying constant-time code are incomplete, since they rely on assumptions that compiler optimization passes do not break constant-timeness or that certain operations execute…

Cryptography and Security · Computer Science 2023-11-27 Garrett Gu , Hovav Shacham

While third-party libraries are extensively reused to enhance productivity during software development, they can also introduce potential security risks such as vulnerability propagation. Software composition analysis, proposed to identify…

Software Engineering · Computer Science 2024-08-27 Ling Jiang , Junwen An , Huihui Huang , Qiyi Tang , Sen Nie , Shi Wu , Yuqun Zhang