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Model inference systems are essential for implementing end-to-end data analytics pipelines that deliver the benefits of machine learning models to users. Existing cloud-based model inference systems are costly, not easy to scale, and must…

Cryptography and Security · Computer Science 2024-12-17 Guoyu Hu , Yuncheng Wu , Gang Chen , Tien Tuan Anh Dinh , Beng Chin Ooi

This review report discusses the cold start latency in serverless inference and existing solutions. It particularly reviews the ServerlessLLM method, a system designed to address the cold start problem in serverless inference for large…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-26 Himel Ghosh

Serverless computing, in particular the Function-as-a-Service (FaaS) execution model, has recently shown to be effective for running large-scale computations. However, little attention has been paid to highly-parallel applications with…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-01 Gerard Finol , Gerard París , Pedro García-López , Marc Sánchez-Artigas

Serverless computing is a widely adopted cloud execution model composed of Function-as-a-Service (FaaS) and Backend-as-a-Service (BaaS) offerings. The increased level of abstraction makes vendor lock-in inherent to serverless computing,…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-03-29 Haidong Zhao , Zakaria Benomar , Tobias Pfandzelter , Nikolaos Georgantas

Serverless computing is an approach to cloud computing that allows programmers to run serverless functions in response to external events. Serverless functions are priced at sub-second granularity, support transparent elasticity, and…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-08-05 Emily Herbert , Arjun Guha

Ensuring that information flowing through a network is secure from manipulation and eavesdropping by unauthorized parties is an important task for network administrators. Many cyber attacks rely on a lack of network-level information flow…

Networking and Internet Architecture · Computer Science 2020-09-22 Stefan Achleitner , Quinn Burke , Patrick McDaniel , Trent Jaeger , Thomas La Porta , Srikanth Krishnamurthy

Traditional security protection methods struggle to address sophisticated attack vectors in large-scale distributed systems, particularly when balancing detection accuracy with data privacy concerns. This paper presents a novel distributed…

Cryptography and Security · Computer Science 2025-02-26 Yuqing Wang , Xiao Yang

Securing enterprise networks presents challenges in terms of both their size and distributed structure. Data required to detect and characterize malicious activities may be diffused and may be located across network and endpoint devices.…

Nowadays, the Internet of Things (IoT) is widely employed, and its usage is growing exponentially because it facilitates remote monitoring, predictive maintenance, and data-driven decision making, especially in the healthcare and industrial…

Cryptography and Security · Computer Science 2025-06-10 Silvia Lucia Sanna , Diego Soi , Davide Maiorca , Giorgio Giacinto

Micro-segmentation is an emerging security technique that separates physical networks into isolated logical micro-segments (workloads). By tying fine-grained security policies to individual workloads, it limits the attacker's ability to…

Networking and Internet Architecture · Computer Science 2023-06-01 Nardine Basta , Muhammad Ikram , Mohamed Ali Kaafar , Andy Walker

In this paper, we propose coded Merkle tree (CMT), a novel hash accumulator that offers a constant-cost protection against data availability attacks in blockchains, even if the majority of the network nodes are malicious. A CMT is…

Cryptography and Security · Computer Science 2019-12-23 Mingchao Yu , Saeid Sahraei , Songze Li , Salman Avestimehr , Sreeram Kannan , Pramod Viswanath

Serverless computing is a popular cloud computing paradigm that frees developers from server management. Function-as-a-Service (FaaS) is the most popular implementation of serverless computing, representing applications as event-driven and…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-02-07 Xuanzhe Liu , Jinfeng Wen , Zhenpeng Chen , Ding Li , Junkai Chen , Yi Liu , Haoyu Wang , Xin Jin

Flying Ad Hoc Networks (FANETs), which primarily interconnect Unmanned Aerial Vehicles (UAVs), present distinctive security challenges due to their distributed and dynamic characteristics, necessitating tailored security solutions.…

Cryptography and Security · Computer Science 2025-01-24 Ozlem Ceviz , Sevil Sen , Pinar Sadioglu

Serverless computing has gained popularity in edge computing due to its flexible features, including the pay-per-use pricing model, auto-scaling capabilities, and multi-tenancy support. Complex Serverless-based applications typically rely…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-01 Ke Luo , Tao Ouyang , Zhi Zhou , Xu Chen

Next generation technologies such as smart healthcare, self-driving cars, and smart cities require new approaches to deal with the network traffic generated by the Internet of Things (IoT) devices, as well as efficient programming models to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-10-20 Quoc Lap Trieu , Bahman Javadi , Jim Basilakis , Adel N. Toosi

The expansion of Internet of Things (IoT) devices has increased the attack surface of networks, necessitating a robust and adaptive intrusion detection systems. Machine learning based systems have been considered promising in enhancing the…

Cryptography and Security · Computer Science 2026-03-13 Muaan Ur Rehman , Hayretdin Bahsi , Rajesh Kalakoti

Function-as-a-Service (FaaS) has become an increasingly popular way for users to deploy their applications without the burden of managing the underlying infrastructure. However, existing FaaS platforms rely on remote storage to maintain…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-04-29 Francisco Romero , Gohar Irfan Chaudhry , Íñigo Goiri , Pragna Gopa , Paul Batum , Neeraja J. Yadwadkar , Rodrigo Fonseca , Christos Kozyrakis , Ricardo Bianchini

Machine learning as a Service (MLaaS) allows users to query the machine learning model in an API manner, which provides an opportunity for users to enjoy the benefits brought by the high-performance model trained on valuable data. This…

Cryptography and Security · Computer Science 2024-04-02 Yiyong Liu , Rui Wen , Michael Backes , Yang Zhang

Blockchain technology enhances transparency by maintaining a distributed ledger among mutually untrusting parties. Despite its advantages, scalability and availability remain critical bottlenecks that hinder widespread adoption. The…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-20 Manaswini Piduguralla , Souvik Sarkar , Arunmoezhi Ramachandran , Sathya Peri

Modern vehicles can be thought of as complex distributed embedded systems that run a variety of automotive applications with real-time constraints. Recent advances in the automotive industry towards greater autonomy are driving vehicles to…

Machine Learning · Computer Science 2021-07-13 Vipin K. Kukkala , Sooryaa V. Thiruloga , Sudeep Pasricha