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We present \texttt{secml}, an open-source Python library for secure and explainable machine learning. It implements the most popular attacks against machine learning, including test-time evasion attacks to generate adversarial examples…

Machine Learning · Computer Science 2022-05-16 Maura Pintor , Luca Demetrio , Angelo Sotgiu , Marco Melis , Ambra Demontis , Battista Biggio

Data is found everywhere, from health and human infrastructure to the surge of sensors and the proliferation of internet-connected devices. To meet this challenge, the data engineering field has expanded significantly in recent years in…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-06 Mills Staylor , Arup Kumar Sarker , Gregor von Laszewski , Geoffrey Fox , Yue Cheng , Judy Fox

The development of cloud infrastructures inspires the emergence of cloud-native computing. As the most promising architecture for deploying microservices, serverless computing has recently attracted more and more attention in both industry…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-01-04 Zijun Li , Linsong Guo , Jiagan Cheng , Quan Chen , Bingsheng He , Minyi Guo

The growth of low-end hardware has led to a proliferation of machine learning-based services in edge applications. These applications gather contextual information about users and provide some services, such as personalized offers, through…

Machine Learning · Computer Science 2024-02-06 Akanksha Atrey , Ritwik Sinha , Saayan Mitra , Prashant Shenoy

As the Internet of Things (IoT) continues to expand, data security has become increasingly important for ensuring privacy and safety, especially given the sensitive and, sometimes, critical nature of the data handled by IoT devices. There…

Cryptography and Security · Computer Science 2023-03-15 José Ferreira , Alan Oliveira , André Souto , José Cecílio

Encrypted databases have been studied for more than 10 years and are quickly emerging as a critical technology for the cloud. The current state of the art is to use property-preserving encrypting techniques (e.g., deterministic encryption)…

Serverless computing has emerged as an attractive deployment option for cloud applications in recent times. The unique features of this computing model include, rapid auto-scaling, strong isolation, fine-grained billing options and access…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-02 Anupama Mampage , Shanika Karunasekera , Rajkumar Buyya

System call filtering is a widely used security mechanism for protecting a shared OS kernel against untrusted user applications. However, existing system call filtering techniques either are too expensive due to the context switch overhead…

In several software development scenarios, it is desirable to detect runtime errors and exceptions in code snippets without actual execution. A typical example is to detect runtime exceptions in online code snippets before integrating them…

Software Engineering · Computer Science 2025-12-29 Hridya Dhulipala , Xiaokai Rong , Tien N. Nguyen

Cloud computing offers on-demand, scalable computing and storage, and has become an essential resource for the analyses of big biomedical data. The usual approach to cloud computing requires users to reserve and provision virtual servers.…

Quantitative Methods · Quantitative Biology 2018-08-01 Dimitar Kumanov , Ling-Hong Hung , Wes Lloyd , Ka Yee Yeung

Trusted Execution Environments (TEEs), such as Intel Software Guard eXtensions (SGX), are considered as a promising approach to resolve security challenges in clouds. TEEs protect the confidentiality and integrity of application code and…

Cryptography and Security · Computer Science 2020-12-14 Robert Krahn , Donald Dragoti , Franz Gregor , Do Le Quoc , Valerio Schiavoni , Pascal Felber , Clenimar Souza , Andrey Brito , Christof Fetzer

This paper presents an approach to provide strong assurance of the secure execution of distributed event-driven applications on shared infrastructures, while relying on a small Trusted Computing Base. We build upon and extend security…

Cryptography and Security · Computer Science 2023-06-30 Gianluca Scopelliti , Sepideh Pouyanrad , Job Noorman , Fritz Alder , Christoph Baumann , Frank Piessens , Jan Tobias Mühlberg

The serverless computing model has evolved as one of the key solutions in the cloud for fast autoscaling and capacity planning. In edge computing environments, however, the serverless model is challenged by the system heterogeneity and…

Networking and Internet Architecture · Computer Science 2022-09-08 Francisco Carpio , Marc Michalke , Admela Jukan

Serverless computing is renowned for its computation elasticity, yet its full potential is often constrained by the requirement for functions to operate within local and dedicated background environments, resulting in limited memory…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-24 Jialiang Huang , Teng Ma , Zheng Liu , Sixing Lin , Kang Chen , Jinlei Jiang , Xia Liao , Yingdi Shan , Yongwei Wu , Ning Zhang , Mengting Lu , Tao Ma , Haifeng Gong , Mingxing Zhang

In this paper, we present a comprehensive architecture for confidential computing, which we show to be general purpose and quite efficient. It executes the application as is, without any added burden or discipline requirements from the…

Cryptography and Security · Computer Science 2021-09-22 Jessica Tseng , Gianfranco Bilardi , Kattamuri Ekanadham , Manoj Kumar , Jose Moreira , P. C. Pattnaik

Serverless computing is a popular cloud computing paradigm that has found widespread adoption across various online workloads. It allows software engineers to develop cloud applications as a set of functions (called serverless functions).…

Software Engineering · Computer Science 2025-02-13 Jinfeng Wen , Zhenpeng Chen , Jianshu Zhao , Federica Sarro , Haodi Ping , Ying Zhang , Shangguang Wang , Xuanzhe Liu

Adopting serverless computing to edge networks benefits end-users from the pay-as-you-use billing model and flexible scaling of applications. This paradigm extends the boundaries of edge computing and remarkably improves the quality of…

Networking and Internet Architecture · Computer Science 2024-08-15 Peiyuan Guan , Chen Chen , Ziru Chen , Lin X. Cai , Xing Hao , Amir Taherkordi

Serverless computing is becoming widely adopted among cloud providers, thus making increasingly popular the Function-as-a-Service (FaaS) programming model, where the developers realize services by packaging sequences of stateless function…

Networking and Internet Architecture · Computer Science 2021-10-22 Claudio Cicconetti , Marco Conti , Andrea Passarella

Although serverless computing offers compelling cost and deployment simplicity advantages, a significant challenge remains in securely managing sensitive data as it flows through the network of ephemeral function executions in serverless…

Cryptography and Security · Computer Science 2025-08-14 Patrick Sabanic , Masanori Misono , Teofil Bodea , Julian Pritzi , Michael Hackl , Dimitrios Stavrakakis , Pramod Bhatotia

Searchable Symmetric Encryption (SSE) allows users to search over encrypted data stored on untrusted servers, like cloud providers. While SSE hides the content of queries and documents, it still leaks patterns, such as how often a query is…

Cryptography and Security · Computer Science 2026-03-10 Chinecherem Dimobi
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