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The use of open-source software (OSS) is ever-increasing, and so is the number of open-source vulnerabilities being discovered and publicly disclosed. The gains obtained from the reuse of community-developed libraries may be offset by the…

Cryptography and Security · Computer Science 2025-03-18 Serena E. Ponta , Henrik Plate , Antonino Sabetta

Contemporary software is characterized by reuse of components that are declared as dependencies and that are received from package managers/registries, such as, NPM, PyPI, RubyGems, Maven Central, etc. Direct and indirect dependency…

Software Engineering · Computer Science 2022-03-04 Rolf-Helge Pfeiffer

Source code reviews are manual, time-consuming, and expensive. Human involvement should be focused on analyzing the most relevant aspects of the program, such as logic and maintainability, rather than amending style, syntax, or formatting…

Machine Learning · Computer Science 2019-04-02 Vadim Markovtsev , Waren Long , Hugo Mougard , Konstantin Slavnov , Egor Bulychev

Open-source software (OSS) supply chain security has become a topic of concern for organizations. Patching an OSS vulnerability can require updating other dependent software products in addition to the original package. However, the…

Software Engineering · Computer Science 2024-04-19 Cadence Patrick , Kimberly Ruth , Zakir Durumeric

Discretizations of infinite-dimensional variational inequalities lead to linear and nonlinear complementarity problems with many degrees of freedom. To solve these problems in a parallel computing environment, we propose two active-set…

Optimization and Control · Mathematics 2007-05-23 Steven J. Benson , Todd S. Munson

Application Programming Interface (API) incompatibility is a long-standing issue in Android application development. The rapid evolution of Android APIs results in a significant number of API additions, removals, and changes between…

Software Engineering · Computer Science 2024-06-27 Shidong Pan , Tianchen Guo , Lihong Zhang , Pei Liu , Zhenchang Xing , Xiaoyu Sun

Large Language models (LLMs) are finding wide use in software engineering practice. These models are extremely data-hungry, and are largely trained on open-source (OSS) code distributed with permissive licenses. In terms of actual use…

Software Engineering · Computer Science 2024-02-26 Toufique Ahmed , Christian Bird , Premkumar Devanbu , Saikat Chakraborty

On the worldwide web, not only are webpages connected but source code is too. Software development is becoming more accessible to everyone and the licensing for software remains complicated. We need to know if software licenses are being…

Software Engineering · Computer Science 2018-08-02 Stephen Romansky , Cheng Chen , Baljeet Malhotra , Abram Hindle

As user demands evolve, effectively incorporating feature requests is crucial for maintaining software relevance and user satisfaction. Feature requests, typically expressed in natural language, often suffer from ambiguity or incomplete…

Software Engineering · Computer Science 2025-07-28 Pragyan KC , Rambod Ghandiparsi , Thomas Herron , John Heaps , Mitra Bokaei Hosseini

Open-source software (OSS) has experienced a surge in popularity, attributed to its collaborative development model and cost-effective nature. However, the adoption of specific software versions in development projects may introduce…

Software Engineering · Computer Science 2025-08-15 Yiran Cheng , Ting Zhang , Lwin Khin Shar , Shouguo Yang , Chaopeng Dong , David Lo , Shichao Lv , Zhiqiang Shi , Limin Sun

Correctness alone is insufficient: LLM-generated programs frequently satisfy unit tests while violating contest time or memory budgets. We present SwiftSolve, a complexity-aware multi-agent system for competitive programming that couples…

Artificial Intelligence · Computer Science 2025-10-28 Adhyayan Veer Singh , Aaron Shen , Brian Law , Ahmed Ismail , Jonas Rohweder , Sean O'Brien , Kevin Zhu

Vizier is the de-facto blackbox and hyperparameter optimization service across Google, having optimized some of Google's largest products and research efforts. To operate at the scale of tuning thousands of users' critical systems, Google…

Machine Learning · Computer Science 2023-01-12 Xingyou Song , Sagi Perel , Chansoo Lee , Greg Kochanski , Daniel Golovin

Optimization problems are pervasive in sectors from manufacturing and distribution to healthcare. However, most such problems are still solved heuristically by hand rather than optimally by state-of-the-art solvers because the expertise…

Artificial Intelligence · Computer Science 2024-02-16 Ali AhmadiTeshnizi , Wenzhi Gao , Madeleine Udell

The open-source software (OSS) community has historically been dominated by English as the primary language for code, documentation, and developer interactions. However, with growing global participation and better support for non-Latin…

Software Engineering · Computer Science 2026-02-24 Masudul Hasan Masud Bhuiyan , Manish Kumar Bala Kumar , Cristian-Alexandru Staicu

Open source software is free software that provides user freedom to use, replicate, modify, and distribute for any purpose. The quality of well-known open source software is very high and they are used by big companies such as IBM, Google…

Other Computer Science · Computer Science 2012-07-19 Mohammad Nabil Almunawar

Comments within code serve as a crucial foundation for software documentation, facilitating developers to communicate and understand the code effectively. However, code-comment inconsistency (CCI) can negatively affect software development,…

Software Engineering · Computer Science 2025-06-26 Renyi Zhong , Yintong Huo , Wenwei Gu , Jinxi Kuang , Zhihan Jiang , Guangba Yu , Yichen Li , David Lo , Michael R. Lyu

Version incompatibility issues are rampant when reusing or reproducing deep learning models and applications. Existing techniques are limited to library dependency specifications declared in PyPI. Therefore, these techniques cannot detect…

Software Engineering · Computer Science 2023-08-29 Zhongkai Zhao , Bonan Kou , Mohamed Yilmaz Ibrahim , Muhao Chen , Tianyi Zhang

Critical open source software systems undergo significant validation in the form of lengthy fuzz campaigns. The fuzz campaigns typically conduct a biased random search over the domain of program inputs, to find inputs which crash the…

Cryptography and Security · Computer Science 2024-11-22 Yuntong Zhang , Jiawei Wang , Dominic Berzin , Martin Mirchev , Dongge Liu , Abhishek Arya , Oliver Chang , Abhik Roychoudhury

BACKGROUND: Vulnerable dependencies are a known problem in today's open-source software ecosystems because OSS libraries are highly interconnected and developers do not always update their dependencies. AIMS: In this paper we aim to present…

Software Engineering · Computer Science 2018-08-30 Ivan Pashchenko , Henrik Plate , Serena Elisa Ponta , Antonino Sabetta , Fabio Massacci

Optimization problems are pervasive in sectors from manufacturing and distribution to healthcare. However, most such problems are still solved heuristically by hand rather than optimally by state-of-the-art solvers because the expertise…

Artificial Intelligence · Computer Science 2025-08-29 Ali AhmadiTeshnizi , Wenzhi Gao , Herman Brunborg , Shayan Talaei , Connor Lawless , Madeleine Udell