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Security vulnerabilities introduced by applications using third-party dependencies are on the increase, caused by the emergence of large ecosystems of libraries such as the NPM packages for JavaScript. Nowadays, libraries depend on each…

With the rise of "Metaverse" and "Web 3.0", Non-Fungible Token (NFT) has emerged as a kind of pivotal digital asset, garnering significant attention. By the end of March 2024, more than 1.7 billion NFTs have been minted across various…

Information Retrieval · Computer Science 2024-10-18 Shuxun Wang , Yunfei Lei , Ziqi Zhang , Wei Liu , Haowei Liu , Li Yang , Wenjuan Li , Bing Li , Weiming Hu

The sources of reliable, code-level information about vulnerabilities that affect open-source software (OSS) are scarce, which hinders a broad adoption of advanced tools that provide code-level detection and assessment of vulnerable OSS…

Software Engineering · Computer Science 2021-05-10 Therese Fehrer , Rocío Cabrera Lozoya , Antonino Sabetta , Dario Di Nucci , Damian A. Tamburri

Adversarial examples pose a security risk as they can alter decisions of a machine learning classifier through slight input perturbations. Certified robustness has been proposed as a mitigation where given an input $\mathbf{x}$, a…

Cryptography and Security · Computer Science 2024-09-10 Jiankai Jin , Olga Ohrimenko , Benjamin I. P. Rubinstein

Visual instance search involves retrieving from a collection of images the ones that contain an instance of a visual query. Systems designed for visual instance search face the major challenge of scalability: a collection of a few million…

Databases · Computer Science 2019-07-17 Herwig Lejsek , Björn Þór Jónsson , Laurent Amsaleg , Friðrik Heiðar Ásmundsson

The growing exploitation of Machine Learning (ML) in safety-critical applications necessitates rigorous safety analysis. Hardware reliability assessment is a major concern with respect to measuring the level of safety in ML-based systems.…

Machine Learning · Computer Science 2025-10-28 Mohammad Hasan Ahmadilivani , Jaan Raik , Masoud Daneshtalab , Maksim Jenihhin

Modern software systems often rely on conditional compilation to support optional features and multiple deployment scenarios. In configurable systems, compilation errors may arise only under specific combinations of features, remaining…

Software Engineering · Computer Science 2026-01-26 Rohit Gheyi , Lucas Albuquerque , Márcio Ribeiro , Eduardo Almeida , Danyllo Albuquerque , Mirko Perkusich

Understanding the landscape of software vulnerabilities is key for developing effective security solutions. Fortunately, the evaluation of vulnerability databases that use a framework for communicating vulnerability attributes and their…

Cryptography and Security · Computer Science 2021-02-04 Assane Gueye , Peter Mell

Detecting vulnerabilities is vital for software security, yet deep learning-based vulnerability detectors (DLVD) face a data shortage, which limits their effectiveness. Data augmentation can potentially alleviate the data shortage, but…

Software Engineering · Computer Science 2025-08-20 Seyed Shayan Daneshvar , Yu Nong , Xu Yang , Shaowei Wang , Haipeng Cai

In the framework of Network Function Virtualization (NFV), the reliability of Service Function Chain (SFC), -- an end-to-end service is presented by a chain of virtual network functions (VNFs), is a complex function of placement,…

Networking and Internet Architecture · Computer Science 2020-05-07 Anna Engelmann , Admela Jukan

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

The Resource Public Key Infrastructure (RPKI) secures the Internet's routing system by defining a complex trust and validation framework for certificates, Route Origin Authorizations (ROAs), manifests, and Certificate Revocation Lists…

Cryptography and Security · Computer Science 2026-05-27 Oliver Jacobsen , Tobias Kirsch , Haya Schulmann , Niklas Vogel , Michael Waidner

As the adoption of Deep Learning (DL) systems continues to rise, an increasing number of approaches are being proposed to test these systems, localise faults within them, and repair those faults. The best attestation of effectiveness for…

Software Engineering · Computer Science 2024-12-24 Gunel Jahangirova , Nargiz Humbatova , Jinhan Kim , Shin Yoo , Paolo Tonella

Vertical Federated Learning (VFL) is an emerging distributed learning paradigm for cross-silo collaboration without accessing participants' data. However, existing VFL work lacks a mechanism to audit the inference correctness of the data…

Software Engineering · Computer Science 2026-02-26 Chung-ju Huang , Ziqi Zhang , Yinggui Wang , Binghui Wang , Tao Wei , Leye Wang

Vision Transformers (ViTs) that leverage self-attention mechanism have shown superior performance on many classical vision tasks compared to convolutional neural networks (CNNs) and gain increasing popularity recently. Existing ViTs works…

Cryptography and Security · Computer Science 2024-04-29 Xinghua Xue , Cheng Liu , Ying Wang , Bing Yang , Tao Luo , Lei Zhang , Huawei Li , Xiaowei Li

The integration of open-source third-party library dependencies in Java development introduces significant security risks when these libraries contain known vulnerabilities. Existing Software Composition Analysis (SCA) tools struggle to…

Software Engineering · Computer Science 2025-07-25 Wang Lingxiang , Quanzhi Fu , Wenjia Song , Gelei Deng , Yi Liu , Dan Williams , Ying Zhang

Augmenting missing key aspects in Textual Vulnerability Descriptions (TVDs) is crucial for effective vulnerability analysis. For instance, in TVDs, key aspects include Attack Vector, Vulnerability Type, among others. These key aspects help…

Software Engineering · Computer Science 2024-12-17 Linyi Han , Shidong Pan , Zhenchang Xing , Jiamou Sun , Sofonias Yitagesu , Xiaowang Zhang , Zhiyong Feng

Although LLMs have shown promising potential in vulnerability detection, this study reveals their limitations in distinguishing between vulnerable and similar-but-benign patched code (only 0.06 - 0.14 accuracy). It shows that LLMs struggle…

Software Engineering · Computer Science 2025-06-18 Xueying Du , Geng Zheng , Kaixin Wang , Yi Zou , Yujia Wang , Wentai Deng , Jiayi Feng , Mingwei Liu , Bihuan Chen , Xin Peng , Tao Ma , Yiling Lou

Software vulnerabilities can result in catastrophic cyberattacks that increasingly threaten business operations. Consequently, ensuring the safety of software systems has become a paramount concern for both private and public sectors.…

Software Engineering · Computer Science 2024-12-10 Boyu Zhang , Triet H. M. Le , M. Ali Babar

Open-source third-party libraries are widely used in software development. These libraries offer substantial advantages in terms of time and resource savings. However, a significant concern arises due to the publicly disclosed…

Software Engineering · Computer Science 2025-02-12 Yi Gao , Xing Hu , Zirui Chen , Xiaohu Yang