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In contemporary distributed systems, logs are produced at an astounding rate, generating terabytes of data within mere seconds. These logs, containing pivotal details like system metrics, user actions, and diverse events, are foundational…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-15 Shashank Kumar , Aryan Jadon , Sachin Sharma

We present a new benchmark for evaluating Deep Search--a realistic and complex form of retrieval-augmented generation (RAG) that requires source-aware, multi-hop reasoning over diverse, sparsed, but related sources. These include documents,…

Computation and Language · Computer Science 2025-07-01 Prafulla Kumar Choubey , Xiangyu Peng , Shilpa Bhagavath , Kung-Hsiang Huang , Caiming Xiong , Chien-Sheng Wu

Spatial data analytics systems are widely studied in both the academia and industry. However, existing systems are limited when handling a large number of moving objects and real time spatial queries. In this work, we architect a scalable…

Databases · Computer Science 2025-11-13 Jiaping Cao , Ting Sun , Man Lung Yiu , Xiao Yan , Bo Tang

Data communication in cloud-based distributed stream data analytics often involves a collection of parallel and pipelined TCP flows. As the standard TCP congestion control mechanism is designed for achieving "fairness" among competing flows…

Networking and Internet Architecture · Computer Science 2019-08-08 Walid Aljoby , Xin Wang , Tom Z. J. Fu , Richard T. B. Ma

While cloud-native microservice architectures have revolutionized software development, their inherent operational complexity makes failure Root Cause Analysis (RCA) a critical yet challenging task. Numerous data-driven RCA models have been…

Software Engineering · Computer Science 2025-12-24 Aoyang Fang , Songhan Zhang , Yifan Yang , Haotong Wu , Junjielong Xu , Xuyang Wang , Rui Wang , Manyi Wang , Qisheng Lu , Pinjia He

AI agent systems increasingly rely on reusable non-LLM engineering infrastructure that packages tool mediation, context handling, delegation, safety control, and orchestration. Yet the architectural design decisions in this surrounding…

Artificial Intelligence · Computer Science 2026-04-21 Hu Wei

In this work, we present a new benchmarking suite with new real-life inspired skewed workloads to test the performance of concurrent index data structures. We started this project to prepare workloads specifically for self-adjusting data…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-19 Vitaly Aksenov , Dmitry Ivanov , Ravil Galiev

Energy consumption in current large scale computing infrastructures is becoming a critical issue, especially with the growing demand for centralized systems such as cloud environments. With the advancement of microservice architectures and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-13 Maria Voreakou , George Kousiouris , Mara Nikolaidou

State machine replication protocols, like MultiPaxos and Raft, are at the heart of nearly every strongly consistent distributed database. To tolerate machine failures, these protocols must replace failed machines with live machines, a…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-22 Michael Whittaker , Neil Giridharan , Adriana Szekeres , Joseph M. Hellerstein , Heidi Howard , Faisal Nawab , Ion Stoica

Several fundamental changes in technology indicate domain-specific hardware and software co-design is the only path left. In this context, architecture, system, data management, and machine learning communities pay greater attention to…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-11-26 Wanling Gao , Jianfeng Zhan , Lei Wang , Chunjie Luo , Daoyi Zheng , Xu Wen , Rui Ren , Chen Zheng , Xiwen He , Hainan Ye , Haoning Tang , Zheng Cao , Shujie Zhang , Jiahui Dai

In a world, where complexity increases on a daily basis the Function-as-a-Service (FaaS) cloud model seams to take countermeasures. In comparison to other cloud models, the fast evolving FaaS increasingly abstracts the underlying…

Software Engineering · Computer Science 2019-05-20 Roland Pellegrini , Igor Ivkic , Markus Tauber

Evaluating language models in streaming environments is critical, yet underexplored. Existing benchmarks either focus on single complex events or provide curated inputs for each query, and do not evaluate models under the conflicts that…

Computation and Language · Computer Science 2026-03-23 Yukyung Lee , Yebin Lim , Woojun Jung , Wonjun Choi , Susik Yoon

Cloud benchmarks suffer from performance fluctuations caused by resource contention, network latency, hardware heterogeneity, and other factors along with decisions taken in the benchmark design. In particular, the sampling strategy of…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-02-24 Saman Akbari , Manfred Hauswirth

Engineering and materials software is increasingly difficult to track in the scholarly and technical literature because publication volume is growing rapidly and software citation practices remain inconsistent. This is particularly true for…

Digital Libraries · Computer Science 2026-02-23 David Mercier

Real-time text processing systems are required in many domains to quickly identify patterns, trends, sentiments, and insights. Nowadays, social networks, e-commerce stores, blogs, scientific experiments, and server logs are main sources…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-12-13 Hassan Nazeer , Waheed Iqbal , Fawaz Bokhari , Faisal Bukhari , Shuja Ur Rehman Baig

Modern HPC file systems can contain billions of files and hundreds of petabytes of data, making even simple questions increasingly intractable to answer. Traditional file system utilities such as find and du fail to scale to these sizes.…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-14 Haochen Pan , Ryan Chard , Song Young Oh , Maxime Gonthier , Valérie Hayot-Sasson , Geoffrey Lentner , Joe Bottigliero , Rachana Ananthakrishnan , Kyle Chard , Ian Foster

Progress in computer-aided synthesis planning (CASP) is obscured by the lack of standardized evaluation infrastructure and the reliance on metrics that prioritize topological completion over chemical validity. We introduce RetroCast, a…

Machine Learning · Computer Science 2025-12-09 Anton Morgunov , Victor S. Batista

In this paper, we investigate three cross-facility data streaming architectures, Direct Streaming (DTS), Proxied Streaming (PRS), and Managed Service Streaming (MSS). We examine their architectural variations in data flow paths and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-30 Anjus George , Michael Brim , Christopher Zimmer , David Rogers , Sarp Oral , Zach Mayes

Background: Metacognition has gained significant attention for its potential to enhance autonomy and adaptability of artificial agents but remains a fragmented field: diverse theories, terminologies, and design choices have led to…

Serverless platforms such as Kubernetes are increasingly adopted in high-performance computing, yet autoscaling remains challenging under highly dynamic and heterogeneous workloads. Existing approaches often rely on uniform reactive…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-18 Guilin Zhang , Srinivas Vippagunta , Raghavendra Nandagopal , Suchitra Raman , Jeff Xu , Marcus Pfeiffer , Shreeshankar Chatterjee , Ziqi Tan , Wulan Guo , Hailong Jiang