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Selecting the appropriate model at inference time -- the routing problem -- requires jointly optimizing output quality, cost, latency, and governance constraints. Existing approaches delegate this decision to LLM-based classifiers or…

Networking and Internet Architecture · Computer Science 2026-04-06 Warren Johnson , Charles Lee

Scaling laws with respect to the amount of training data and the number of parameters allow us to predict the cost-benefit trade-offs of pretraining language models (LMs) in different configurations. In this paper, we consider another…

Computation and Language · Computer Science 2024-07-19 Rulin Shao , Jacqueline He , Akari Asai , Weijia Shi , Tim Dettmers , Sewon Min , Luke Zettlemoyer , Pang Wei Koh

We revisit the problem of large-scale assortment optimization under the multinomial logit choice model without any assumptions on the structure of the feasible assortments. Scalable real-time assortment optimization has become essential in…

Optimization and Control · Mathematics 2018-05-02 Deeksha Sinha , Theja Tulabandhula

Asynchronous messaging is a cornerstone of modern distributed systems, enabling decoupled communication for scalable and resilient applications. Today's message queue (MQ) ecosystem spans a wide range of designs, from high-throughput…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-24 Tapajit Chandra Paul , Pawissanutt Lertpongrujikorn , Hai Duc Nguyen , Mohsen Amini Salehi

Deploying Large Language Models (LLMs) on resource-constrained edge devices faces critical bottlenecks in memory bandwidth and power consumption. While ternary quantization (e.g., BitNet b1.58) significantly reduces model size, its direct…

Hardware Architecture · Computer Science 2026-05-05 Zi-Wei Lin , Tian-Sheuan Chang

Recent advances in the blockchain research have been made in two important directions. One is refined resilience analysis utilizing game theory to study the consequences of selfish behaviors of users (miners), and the other is the extension…

Cryptography and Security · Computer Science 2021-02-09 Lin Chen , Lei Xu , Zhimin Gao , Ahmed Sunny , Keshav Kasichainula , Weidong Shi

We introduce a novel and extensible benchmark for large language models (LLMs) through grid-based games such as Tic-Tac-Toe, Connect Four, and Gomoku. The open-source game simulation code, available on GitHub, allows LLMs to compete and…

Artificial Intelligence · Computer Science 2024-07-12 Oguzhan Topsakal , Colby Jacob Edell , Jackson Bailey Harper

Developers face a wide choice of programming languages and libraries supporting multicore computing. Ever more diverse paradigms for expressing parallelism and synchronization become available while their influence on usability and…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-10-24 Sebastian Nanz , Scott West , Kaue Soares da Silveira , Bertrand Meyer

Biomedical text mining and question-answering are essential yet highly demanding tasks, particularly in the face of the exponential growth of biomedical literature. In this work, we present our participation in the 13th edition of the…

Computation and Language · Computer Science 2025-08-05 Dimitra Panou , Alexandros C. Dimopoulos , Manolis Koubarakis , Martin Reczko

Software traceability establishes associations between diverse software artifacts such as requirements, design, code, and test cases. Due to the non-trivial costs of manually creating and maintaining links, many researchers have proposed…

Software Engineering · Computer Science 2020-07-01 Yalin Liu , Jinfeng Lin , Jane Cleland-Huang

In this paper, we present the most extensive evaluation of blockchain system to date. To achieve scalability across servers in more than 10 countries located on 4 different continents, we drastically revisited Byzantine fault tolerant…

Cryptography and Security · Computer Science 2019-01-01 Tyler Crain , Christopher Natoli , Vincent Gramoli

Combinatorial optimization models a vast range of industrial processes aiming at improving their efficiency. In general, solving this type of problem exactly is computationally intractable. Therefore, practitioners rely on heuristic…

Quantum Physics · Physics 2022-02-14 David Amaro , Matthias Rosenkranz , Nathan Fitzpatrick , Koji Hirano , Mattia Fiorentini

With the rise of the library ecosystem (such as NPM for JavaScript and PyPI for Python), a developer has access to a multitude of library packages that they can adopt as dependencies into their application.Prior work has found that these…

Software Engineering · Computer Science 2024-07-02 Supatsara Wattanakriengkrai , Christoph Treude , Raula Gaikovina Kula

The Log Structured Merge (LSM) Tree is a popular choice for key-value stores that focus on optimized write throughput while maintaining performant, production-ready read latencies. To optimize read performance, LSM stores rely on a…

Databases · Computer Science 2025-02-18 Hayder Tirmazi

We deploy and demonstrate the CoinTossX low-latency, high-throughput, open-source matching engine with orders sent using the Julia and Python languages. We show how this can be deployed for small-scale local desk-top testing and discuss a…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-24 Ivan Jericevich , Dharmesh Sing , Tim Gebbie

Large-scale clinical databases offer opportunities for medical research, but their complexity creates barriers to effective use. The Medical Information Mart for Intensive Care (MIMIC-IV), one of the world's largest open-source electronic…

Information Retrieval · Computer Science 2026-05-21 Rafi Al Attrach , Pedro Moreira , Rajna Fani , Renato Umeton , Amelia Fiske , Leo Anthony Celi

Purpose - To test major Web search engines on their performance on navigational queries, i.e. searches for homepages. Design/methodology/approach - 100 real user queries are posed to six search engines (Google, Yahoo, MSN, Ask, Seekport,…

Information Retrieval · Computer Science 2015-11-19 Dirk Lewandowski

The present comparative study examines the three main multidisciplinary bibliographic databases, Web of Science Core Collection, Scopus, and OpenAlex, with the aim of providing up-to-date evidence on coverage, metadata quality, and…

Digital Libraries · Computer Science 2026-01-30 Daniel Torres-Salinas , Wenceslao Arroyo-Machado

Large Language Models (LLMs) have demonstrated strong performance on various tasks. To unleash their power on the Text-to-SQL task, we propose $R^3$ (Review-Rebuttal-Revision), a consensus-based multi-agent system for Text-to-SQL tasks.…

Computation and Language · Computer Science 2024-07-12 Hanchen Xia , Feng Jiang , Naihao Deng , Cunxiang Wang , Guojiang Zhao , Rada Mihalcea , Yue Zhang

A Software Bill of Materials (SBOM) provides transparency by documenting software component metadata and dependencies. However, SBOM adoption depends on tool ecosystems. With two dominant formats: SPDX and CycloneDX - the ecosystems vary…

Software Engineering · Computer Science 2025-12-29 Abdul Ali Bangash , Tongxu Ge , Zhimin Zhao , Arshdeep Singh , Zitao Wang , Bram Adams
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