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Serverless computing promises convenient abstractions for developing and deploying functions that execute in response to events. In such Function-as-a-Service (FaaS) platforms, scheduling is an integral task, but current scheduling…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-08 Saman Akbari , Manfred Hauswirth

Large Language Models (LLMs) are becoming ubiquitous across industries, where applications demand they fulfill diverse user intents. However, developers currently face the challenge of manually exploring numerous deployment configurations -…

Software Engineering · Computer Science 2025-01-24 Dimitrios Liakopoulos , Tianrui Hu , Prasoon Sinha , Neeraja J. Yadwadkar

While traditional RDBMSes offer a lot of advantages, they require significant effort to setup and to use. Because of these challenges, many data scientists and analysts have switched to using alternative data management solutions. These…

Databases · Computer Science 2018-05-23 Mark Raasveldt , Hannes Mühleisen

Increasing popularity of the serverless computing approach has led to the emergence of new cloud infrastructures working in Container-as-a-Service (CaaS) model like AWS Fargate, Google Cloud Run, or Azure Container Instances. They introduce…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-23 Krzysztof Burkat , Maciej Pawlik , Bartosz Balis , Maciej Malawski , Karan Vahi , Mats Rynge , Rafael Ferreira da Silva , Ewa Deelman

Natural Language Search (NLS) extends the capabilities of search engines that perform keyword search allowing users to issue queries in a more "natural" language. The engine tries to understand the meaning of the queries and to map the…

As users migrate their analytical workloads to cloud databases, it is becoming just as important to reduce monetary costs as it is to optimize query runtime. In the cloud, a query is billed based on either its compute time or the amount of…

Databases · Computer Science 2024-08-02 Tapan Srivastava , Raul Castro Fernandez

Serverless becomes popular as a novel computing paradigms for cloud native services. However, the complexity and dynamic nature of serverless applications present significant challenges to ensure system availability and performance. There…

Software Engineering · Computer Science 2024-12-04 Jin Huang , Pengfei Chen , Guangba Yu , Yilun Wang , Haiyu Huang , Zilong He

Serverless computing has gained a significant traction in recent times because of its simplicity of development, deployment and fine-grained billing. However, while implementing complex services comprising databases, file stores, or more…

Networking and Internet Architecture · Computer Science 2019-11-19 Bishakh Chandra Ghosh , Sourav Kanti Addya , Nishant Baranwal Somy , Shubha Brata Nath , Sandip Chakraborty , Soumya K Ghosh

Making serverless computing widely applicable requires detailed performance understanding. Although contemporary benchmarking approaches exist, they report only coarse results, do not apply distributed tracing, do not consider asynchronous…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-17 Joel Scheuner , Simon Eismann , Sacheendra Talluri , Erwin van Eyk , Cristina Abad , Philipp Leitner , Alexandru Iosup

Serverless platforms have attracted attention due to their promise of elasticity, low cost, and fast deployment. Instead of using a fixed virtual machine (VM) infrastructure, which can incur considerable costs to operate and run, serverless…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-02-15 Michael Wawrzoniak , Ingo Müller , Rodrigo Bruno , Ana Klimovic , Gustavo Alonso

In modern urban environments, camera networks generate massive amounts of operational footage -- reaching petabytes each day -- making scalable video analytics essential for efficient processing. Many existing approaches adopt an SQL-based…

Computer Vision and Pattern Recognition · Computer Science 2025-08-05 Yanrui Yu , Tianfei Zhou , Jiaxin Sun , Lianpeng Qiao , Lizhong Ding , Ye Yuan , Guoren Wang

In this demonstration, we present AnDB, an AI-native database that supports traditional OLTP workloads and innovative AI-driven tasks, enabling unified semantic analysis across structured and unstructured data. While structured data…

Databases · Computer Science 2025-03-25 Tianqing Wang , Xun Xue , Guoliang Li , Yong Wang

Prediction APIs offered for a fee are a fast-growing industry and an important part of machine learning as a service. While many such services are available, the heterogeneity in their price and performance makes it challenging for users to…

Machine Learning · Computer Science 2020-06-16 Lingjiao Chen , Matei Zaharia , James Zou

NoSQL databases support semi-structured data, typically modeled as JSON. They also provide limited (but expanding) query languages. Their idiomatic, non-SQL language constructs, the many variations, and the lack of formal semantics inhibit…

Databases · Computer Science 2015-12-15 Kian Win Ong , Yannis Papakonstantinou , Romain Vernoux

In this paper, we present a survey of research studies related to the cost-effectiveness of serverless approach and corresponding cost savings. We conducted a systematic literature review using Google Scholar search engine, covering the…

Software Engineering · Computer Science 2025-06-09 Nakhat Syeda , Harsh Shah , Rajvinder Singh , Suraj Jaju , Sumedha Kumar , Gourav Chhabra , Maria Spichkova

With the increasing number of Internet of Things (IoT) devices, massive amounts of raw data is being generated. The latency, cost, and other challenges in cloud-based IoT data processing have driven the adoption of Edge and Fog computing…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-12-21 Shivananda R Poojara , Chinmaya Kumar Dehury , Pelle Jakovits , Satish Narayana Srirama

Training deep learning (DL) models in the cloud has become a norm. With the emergence of serverless computing and its benefits of true pay-as-you-go pricing and scalability, systems researchers have recently started to provide support for…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-03 Yunzhuo Liu , Bo Jiang , Tian Guo , Zimeng Huang , Wenhao Ma , Xinbing Wang , Chenghu Zhou

Text-to-SQL, the task of translating natural language questions into SQL queries, plays a crucial role in enabling non-experts to interact with databases. While recent advancements in large language models (LLMs) have significantly enhanced…

Computation and Language · Computer Science 2025-07-15 Haoyang Li , Shang Wu , Xiaokang Zhang , Xinmei Huang , Jing Zhang , Fuxin Jiang , Shuai Wang , Tieying Zhang , Jianjun Chen , Rui Shi , Hong Chen , Cuiping Li

The serverless computing ecosystem is growing due to interest by software engineers. Beside Function-as-a-Service (FaaS) and Backend-as-a-Service (BaaS) systems, developer-oriented tools such as deployment and debugging frameworks as well…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-14 Josef Spillner

The Natural Language Interface to Databases (NLIDB) empowers non-technical users with database access through intuitive natural language (NL) interactions. Advanced approaches, utilizing neural sequence-to-sequence models or large-scale…

Databases · Computer Science 2026-01-09 Yuankai Fan , Zhenying He , Tonghui Ren , Can Huang , Yinan Jing , Kai Zhang , X. Sean Wang
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