03888nam a22005175i 4500 978-981-97-0316-6 DE-He213 20251030111810.0 cr nn 008mamaa 240213s2024 si | s |||| 0|eng d 9789819703166 978-981-97-0316-6 10.1007/978-981-97-0316-6 doi QA76.76.A65 UB bicssc COM005000 bisacsh UX thema Benchmarking, Measuring, and Optimizing [electronic resource] : 15th BenchCouncil International Symposium, Bench 2023, Sanya, China, December 3–5, 2023, Revised Selected Papers / edited by Sascha Hunold, Biwei Xie, Kai Shu. 1st ed. 2024. Singapore : Springer Nature Singapore : Imprint: Springer, 2024. XVI, 189 p. 78 illus., 70 illus. in color. online resource. text txt rdacontent computer c rdamedia online resource cr rdacarrier text file PDF rda Lecture Notes in Computer Science, 1611-3349 ; 14521 ICBench: Benchmarking Knowledge Mastery in Introductory Computer Science Education -- Generating High Dimensional Test Data for Topological Data Analysis -- Does AI for Science Need Another ImageNet or Totally Different Benchmarks? A Case Study of Machine Learning Force Fields -- MolBench: A Benchmark of AI Models for Molecular Property Prediction -- Cross-Layer Profiling of IoTBench -- MMDBench: A Benchmark for Hybrid Query in Multimodal Database -- Benchmarking Modern Databases for Storing and Profiling Very Large Scale HPC Communication Data -- A Linear Combination-based Method to Construct Proxy Benchmarks for Big Data Workloads -- AGIBench: A Multi-granularity, Multimodal, Human-referenced, Auto-scoring Benchmark for Large Language Models -- Automated HPC Workload Generation Combining Statistical Modeling and Autoregressive Analysis -- Automated HPC Workload Generation Combining Statistical Modeling and Autoregressive Analysis. This book constitutes the refereed proceedings of the 14th BenchCouncil International Symposium on Benchmarking, Measuring, and Optimizing, Bench 2023, held in Sanya, China, during December 3–5, 2023. The 11 full papers included in this book were carefully reviewed and selected from 20 submissions. The Bench symposium invites papers that exhibit three defining characteristics: (1) It provides a high-quality, single-track forum for presenting results and discussing ideas that further the knowledge and understanding of the benchmark community; (2) It is a multi-disciplinary conference, attracting researchers and practitioners from different communities, including architecture, systems, algorithms, and applications; (3) The program features both invited and contributed talks. Application software. Computer and Information Systems Applications. Hunold, Sascha. editor. (orcid)0000-0002-5280-3855 https://orcid.org/0000-0002-5280-3855 edt http://id.loc.gov/vocabulary/relators/edt 74897 Xie, Biwei. editor. edt http://id.loc.gov/vocabulary/relators/edt 74898 Shu, Kai. editor. edt http://id.loc.gov/vocabulary/relators/edt 74899 SpringerLink (Online service) Springer Nature eBook Printed edition: 9789819703159 Printed edition: 9789819703173 Lecture Notes in Computer Science, 1611-3349 ; 14521 https://doi.org/10.1007/978-981-97-0316-6 ZDB-2-SCS ZDB-2-SXCS ZDB-2-LNC 59022 59022