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Despite advances in language and speech technologies, no open-source system enables full speech-to-speech, multi-turn dialogue with integrated tool use and agentic reasoning. We introduce AURA (Agent for Understanding, Reasoning, and…

In recent years, the integration of Large Language Models (LLMs) into recommender systems has garnered interest among both practitioners and researchers. Despite this interest, the field is still emerging, and the lack of open-source R&D…

信息检索 · 计算机科学 2024-04-12 Shuyuan Xu , Wenyue Hua , Yongfeng Zhang

Millimeter-Wave (mmWave) radar sensors are gaining popularity for their robust sensing and increasing imaging capabilities. However, current radar signal processing is hardware specific, which makes it impossible to build sensor agnostic…

信号处理 · 电气工程与系统科学 2020-01-01 Arjun Gupta , Dashiell Kosaka , Edwin Pan , Jingning Tang , Ruihao Yao , Sanjay Patel

Multi-Head Attention (MHA) is the core computational primitive underlying modern Large Language Models (LLMs). However, MHA suffers from a fundamental linear scaling limitation: $H$ attention heads produce exactly $H$ independent attention…

The aim of this study is to introduce an application that enables information sharing and communication between visually-impaired individuals and able-bodied. For the purposes of the study, web-based audio library automation was designed…

计算机与社会 · 计算机科学 2017-04-18 Aslihan Tufekci , Yahya Balaman , Utku Kose

An estimated 180 papers focusing on deep learning and EHR were published between 2010 and 2018. Despite the common workflow structure appearing in these publications, no trusted and verified software framework exists, forcing researchers to…

This paper introduces Open-Amp, a synthetic data framework for generating large-scale and diverse audio effects data. Audio effects are relevant to many musical audio processing and Music Information Retrieval (MIR) tasks, such as modelling…

音频与语音处理 · 电气工程与系统科学 2024-11-25 Alec Wright , Alistair Carson , Lauri Juvela

Smart Home Assistants (SHAs) have become ubiquitous in modern households, offering convenience and efficiency through its voice interface. However, for Deaf and Hard-of-Hearing (DHH) individuals, the reliance on auditory and textual…

人机交互 · 计算机科学 2024-12-03 Tyrone Justin Sta. Maria , Jordan Aiko Deja

In this paper, we present OpenMedIA, an open-source toolbox library containing a rich set of deep learning methods for medical image analysis under heterogeneous Artificial Intelligence (AI) computing platforms. Various medical image…

图像与视频处理 · 电气工程与系统科学 2022-09-09 Jia-Xin Zhuang , Xiansong Huang , Yang Yang , Jiancong Chen , Yue Yu , Wei Gao , Ge Li , Jie Chen , Tong Zhang

OpenNMT is an open-source toolkit for neural machine translation (NMT). The system prioritizes efficiency, modularity, and extensibility with the goal of supporting NMT research into model architectures, feature representations, and source…

计算与语言 · 计算机科学 2018-05-30 Guillaume Klein , Yoon Kim , Yuntian Deng , Vincent Nguyen , Jean Senellart , Alexander M. Rush

Main objective of this study is to introduce an expert system-based mHealth application that takes Artificial Intelligence support by considering previously introduced solutions from the literature and employing possible requirements for a…

人机交互 · 计算机科学 2021-08-23 Ismail Ali Afrah , Utku Kose

Movement disorders are becoming one of the leading causes of functional disability due to aging populations and extended life expectancy. Wearable health monitoring is emerging as an effective way to augment clinical care for movement…

人机交互 · 计算机科学 2019-03-19 Ganapati Bhat , Ranadeep Deb , Umit Y. Ogras

Open Artificial Intelligence (Open source AI) collaboratives offer alternative pathways for how AI can be developed beyond well-resourced technology companies and who can be a part of the process. To understand how and why they work and…

计算机与社会 · 计算机科学 2023-01-23 Jennifer Ding , Christopher Akiki , Yacine Jernite , Anne Lee Steele , Temi Popo

Generative AI tools, particularly those utilizing large language models (LLMs), are increasingly used in everyday contexts. While these tools enhance productivity and accessibility, little is known about how Deaf and Hard of Hearing (DHH)…

人机交互 · 计算机科学 2025-01-23 Shuxu Huffman , Si Chen , Kelly Avery Mack , Haotian Su , Qi Wang , Raja Kushalnagar

Organizations have realized the importance of data analysis and its benefits. This in combination with Machine Learning algorithms has allowed to solve problems more easily, making these processes less time-consuming. Neural networks are…

神经与进化计算 · 计算机科学 2022-04-19 Alvaro J. Garcia-Tejedor , Alberto Nogales

Mobile software engineering has been a hot research topic for decades. Our fellow researchers have proposed various approaches (with over 7,000 publications for Android alone) in this field that essentially contributed to the great success…

Retrieval-Augmented Generation (RAG) has been shown to enhance the factual accuracy of Large Language Models (LLMs), but existing methods often suffer from limited reasoning capabilities in effectively using the retrieved evidence,…

计算与语言 · 计算机科学 2024-10-03 Shayekh Bin Islam , Md Asib Rahman , K S M Tozammel Hossain , Enamul Hoque , Shafiq Joty , Md Rizwan Parvez

While artificial intelligence (AI) has become widespread, many commercial AI systems are not yet accessible to individual researchers nor the general public due to the deep knowledge of the systems required to use them. We believe that AI…

The purpose of this study is to give an opinion on which software should be used by researchers working in applied fields when using free software found in the literature. Of course, this study is not enough alone as there is no comparison…

最优化与控制 · 数学 2020-09-03 Ali Hakan Tor

With the increased interest in computational sciences, machine learning (ML), pattern recognition (PR) and big data, governmental agencies, academia and manufacturers are overwhelmed by the constant influx of new algorithms and techniques…

软件工程 · 计算机科学 2017-07-28 André Anjos , Laurent El-Shafey , Sébastien Marcel