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In a centralized RAN, the signals from multiple RAPs are processed centrally in a data center. Centralized RAN enables advanced interference coordination strategies while leveraging the elastic provisioning of data processing resources. It…

信息论 · 计算机科学 2015-08-11 Peter Rost , Salvatore Talarico , Matthew C. Valenti

Despite achieving satisfactory performance in speaker verification using deep neural networks, variable-duration utterances remain a challenge that threatens the robustness of systems. To deal with this issue, we propose a speaker…

音频与语音处理 · 电气工程与系统科学 2022-06-28 Ju-ho Kim , Hye-jin Shim , Jungwoo Heo , Ha-Jin Yu

1. Passive acoustic monitoring (PAM) coupled with artificial intelligence (AI) is becoming an essential tool for biodiversity monitoring. Traditional PAM systems require manual data offloading and impose substantial demands on storage and…

General audio understanding is a fundamental goal for large audio-language models, with audio captioning serving as a cornerstone task for their development. However, progress in this domain is hindered by existing datasets, which lack the…

音频与语音处理 · 电气工程与系统科学 2026-03-26 Yadong Niu , Tianzi Wang , Heinrich Dinkel , Xingwei Sun , Jiahao Zhou , Gang Li , Jizhong Liu , Junbo Zhang , Jian Luan

This document is one of the deliverable reports created for the ESCAPE project. ESCAPE stands for Energy-efficient Scalable Algorithms for Weather Prediction at Exascale. The project develops world-class, extreme-scale computing…

分布式、并行与集群计算 · 计算机科学 2019-08-20 Cyril Mazauric , Erwan Raffin , David Guibert

The diversification of information access systems, from RAG to autonomous agents, creates a critical need for comparative user studies. However, the technical overhead to deploy and manage these distinct systems is a major barrier. We…

人机交互 · 计算机科学 2026-01-16 Saber Zerhoudi , Michael Granitzer

Summary: R and Matlab are two high-level scientific programming languages which are frequently applied in computational biology. To extend the wide variety of available and approved implementations, we present the Rcall interface which runs…

编程语言 · 计算机科学 2021-06-16 Janine Egert , Clemens Kreutz

This paper presents AquaSignal, a modular and scalable pipeline for preprocessing, denoising, classification, and novelty detection of underwater acoustic signals. Designed to operate effectively in noisy and dynamic marine environments,…

声音 · 计算机科学 2025-05-21 Eirini Panteli , Paulo E. Santos , Nabil Humphrey

Matrices with hierarchical low-rank structure, including HODLR and HSS matrices, constitute a versatile tool to develop fast algorithms for addressing large-scale problems. While existing software packages for such matrices often focus on…

数值分析 · 数学 2020-01-30 Stefano Massei , Leonardo Robol , Daniel Kressner

POLEVAL provides a software toolbox for collaborative, persistent and reproducible analysis of XPS experiments. It allows to treat, analyse and visualise the results of an extended experimental campaign in a single python notebook in a…

材料科学 · 物理学 2025-05-21 Robin Yoël Engel , Patrick Lömker

Acoustic propagation models are widely used in numerous oceanic and other underwater applications. Most conventional models are approximate solutions of the acoustic wave equation, and require accurate environmental knowledge to be…

声音 · 计算机科学 2023-08-25 Kexin Li , Mandar Chitre

Learning-based environmental sound recognition has emerged as a crucial method for ultra-low-power environmental monitoring in biological research and city-scale sensing systems. These systems usually operate under limited resources and are…

声音 · 计算机科学 2025-03-24 Le Zhang , Quanling Zhao , Run Wang , Shirley Bian , Onat Gungor , Flavio Ponzina , Tajana Rosing

Current trends point to a future where large-scale scientific applications are tightly-coupled HPC/AI hybrids. Hence, we urgently need to invest in creating a seamless, scalable framework where HPC and AI/ML can efficiently work together…

分布式、并行与集群计算 · 计算机科学 2025-05-06 Jens Domke , Mohamed Wahib , Anshu Dubey , Tal Ben-Nun , Erik W. Draeger

Different from the traditional benchmarking methodology that creates a new benchmark or proxy for every possible workload, this paper presents a scalable big data benchmarking methodology. Among a wide variety of big data analytics…

硬件体系结构 · 计算机科学 2017-11-10 Wanling Gao , Lei Wang , Jianfeng Zhan , Chunjie Luo , Daoyi Zheng , Zhen Jia , Biwei Xie , Chen Zheng , Qiang Yang , Haibin Wang

We propose RoBiRank, a ranking algorithm that is motivated by observing a close connection between evaluation metrics for learning to rank and loss functions for robust classification. The algorithm shows a very competitive performance on…

机器学习 · 统计学 2014-08-22 Hyokun Yun , Parameswaran Raman , S. V. N. Vishwanathan

Root Cause Analysis (RCA) plays an indispensable role in distributed data system maintenance and operations, as it bridges the gap between fault detection and system recovery. Existing works mainly study multidimensional localization or…

机器学习 · 计算机科学 2023-02-01 Chaoyu Chen , Hang Yu , Zhichao Lei , Jianguo Li , Shaokang Ren , Tingkai Zhang , Silin Hu , Jianchao Wang , Wenhui Shi

Technological advances in the past decade, hardware and software alike, have made access to high-performance computing (HPC) easier than ever. We review these advances from a statistical computing perspective. Cloud computing makes access…

统计计算 · 统计学 2021-07-19 Seyoon Ko , Hua Zhou , Jin J. Zhou , Joong-Ho Won

In this work, we propose a multi-head relevance weighting framework to learn audio representations from raw waveforms. The audio waveform, split into windows of short duration, are processed with a 1-D convolutional layer of cosine…

音频与语音处理 · 电气工程与系统科学 2021-08-02 Debottam Dutta , Purvi Agrawal , Sriram Ganapathy