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Simultaneous speech translation (SST) takes streaming speech input and generates text translation on the fly. Existing methods either have high latency due to recomputation of input representations, or fall behind of offline ST in…

计算与语言 · 计算机科学 2024-08-20 Siqi Ouyang , Xi Xu , Chinmay Dandekar , Lei Li

This paper introduces WirelessGPT, a pioneering foundation model specifically designed for multi-task learning in wireless communication and sensing. Specifically, WirelessGPT leverages large-scale wireless channel datasets for unsupervised…

机器学习 · 计算机科学 2025-02-12 Tingting Yang , Ping Zhang , Mengfan Zheng , Yuxuan Shi , Liwen Jing , Jianbo Huang , Nan Li

Target similarity tuning (TST) is a method of selecting relevant examples in natural language (NL) to code generation through large language models (LLMs) to improve performance. Its goal is to adapt a sentence embedding model to have the…

人工智能 · 计算机科学 2023-10-31 Anirudh Khatry , Sumit Gulwani , Priyanshu Gupta , Vu Le , Ananya Singha , Mukul Singh , Gust Verbruggen

Spike cameras, with their exceptional temporal resolution, are revolutionizing high-speed visual applications. Large-scale synthetic datasets have significantly accelerated the development of these cameras, particularly in reconstruction…

计算机视觉与模式识别 · 计算机科学 2024-05-28 Liwen Hu , Lei Ma , Yijia Guo , Tiejun Huang

Spatial synchronization in roadside scenarios is essential for integrating data from multiple sensors at different locations. Current methods using cascading spatial transformation (CST) often lead to cumulative errors in large-scale…

信号处理 · 电气工程与系统科学 2023-11-09 Yong Li , Zhiguo Zhao , Yunli Chen , Rui Tian

Recently, realistic data augmentation using neural networks especially generative neural networks (GAN) has achieved outstanding results. The communities main research focus is visual image processing. However, automotive cars and robots…

计算机视觉与模式识别 · 计算机科学 2019-02-27 Maximilian Pöpperl , Raghavendra Gulagundi , Senthil Yogamani , Stefan Milz

The computational paradigm represented by Cellular Neural/nonlinear Networks (CNN) and the CNN Universal Machine (CNN-UM) as a Cellular Wave Computer, gives new perspectives for computational physics. Many numerical problems and simulations…

计算物理 · 物理学 2009-11-11 M. Ercsey-Ravasz , T. Roska , Z. Néda

In this paper, we address the problem of multichannel speech enhancement in the short-time Fourier transform (STFT) domain. A long short-time memory (LSTM) network takes as input a sequence of STFT coefficients associated with a frequency…

声音 · 计算机科学 2020-09-24 Xiaofei LI , Radu Horaud

Over-the-air (OTA) emulation of diverse sensing target characteristics in a controlled laboratory environment is pivotal for advancing integrated sensing and communication (ISAC) technology, as it facilitates the non-invasive performance…

信号处理 · 电气工程与系统科学 2026-03-12 Chunhui Li , Hao Sun , Wei Fan

Transformer models are rapidly becoming a cornerstone of modern Internet of Things (IoT) applications, yet their computational and memory demands far exceed the capabilities of a single typical ultra-low-power IoT device. We present CATS, a…

机器学习 · 计算机科学 2026-05-19 Alexander Gräfe , Ding Huo , Vincent de Bakker , Johannes Berger , Marco Zimmerling , Sebastian Trimpe

Environmental Sound Classification (ESC) is a rapidly evolving field that recently demonstrated the advantages of application of visual domain techniques to the audio-related tasks. Previous studies indicate that the domain-specific…

声音 · 计算机科学 2021-04-26 Andrey Guzhov , Federico Raue , Jörn Hees , Andreas Dengel

Significant effort has been placed on the development of toolflows that map Convolutional Neural Network (CNN) models to Field Programmable Gate Arrays (FPGAs) with the aim of automating the production of high performing designs for a…

硬件体系结构 · 计算机科学 2022-08-10 Alexander Montgomerie-Corcoran , Zhewen Yu , Christos-Savvas Bouganis

Large Audio-Language Models (ALMs) have recently demonstrated remarkable capabilities in holistic audio understanding, yet they remain unreliable for temporal grounding, i.e., the task of pinpointing exactly when an event occurs within…

声音 · 计算机科学 2026-04-15 Luoyi Sun , Xiao Zhou , Zeqian Li , Ya Zhang , Yanfeng Wang , Weidi Xie

WebAssembly (Wasm for short) brings a new, powerful capability to the web as well as Edge, IoT, and embedded systems. Wasm is a portable, compact binary code format with high performance and robust sandboxing properties. As Wasm…

编程语言 · 计算机科学 2024-09-04 Doehyun Baek , Jakob Getz , Yusung Sim , Daniel Lehmann , Ben L. Titzer , Sukyoung Ryu , Michael Pradel

Accurate estimation of indoor space geometries is vital for constructing precise digital twins, whose broad industrial applications include navigation in unfamiliar environments and efficient evacuation planning, particularly in low-light…

声音 · 计算机科学 2024-11-25 Inmo Yeon , Iljoo Jeong , Seungchul Lee , Jung-Woo Choi

Acoustic source localization has been applied in different fields, such as aeronautics and ocean science, generally using multiple microphones array data to reconstruct the source location. However, the model-based beamforming methods fail…

声音 · 计算机科学 2022-04-01 Guanxing Zhou , Hao Liang , Xinghao Ding , Yue Huang , Xiaotong Tu , Saqlain Abbas

Streaming speech translation (StreamST) requires determining appropriate timing, known as policy, to generate translations while continuously receiving source speech inputs, balancing low latency with high translation quality. However,…

计算与语言 · 计算机科学 2025-07-15 Shoutao Guo , Xiang Li , Mengge Liu , Wei Chen , Yang Feng

Analog Compute-In-Memory (CIM) architectures promise significant energy efficiency gains for neural network inference, but suffer from complex hardware-induced noise that poses major challenges for deployment. While noise-aware training…

机器学习 · 计算机科学 2025-08-19 Yuannuo Feng , Wenyong Zhou , Yuexi Lyu , Yixiang Zhang , Zhengwu Liu , Ngai Wong , Wang Kang

The training of deep learning-based multichannel speech enhancement and source localization systems relies heavily on the simulation of room impulse response and multichannel diffuse noise, due to the lack of large-scale real-recorded…

声音 · 计算机科学 2024-10-02 Bing Yang , Changsheng Quan , Yabo Wang , Pengyu Wang , Yujie Yang , Ying Fang , Nian Shao , Hui Bu , Xin Xu , Xiaofei Li

Network planning is a fundamental task in wireless communications, primarily focused on guaranteeing adequate coverage for every network device. In this context, the quality of any planning effort strongly depends on the channel model…

网络与互联网体系结构 · 计算机科学 2026-04-01 Cláudio Modesto , Lucas Mozart , Glauco Gonçalves , Cleverson Nahum , Bruno Castro , Aldebaro Klautau