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The artist similarity quest has become a crucial subject in social and scientific contexts, driven by the desire to enhance music discovery according to user preferences. Modern research solutions facilitate music discovery according to…

Information Retrieval · Computer Science 2025-06-27 Andrea Giuseppe Di Francesco , Giuliano Giampietro , Indro Spinelli , Danilo Comminiello

Music has the power to evoke intense emotional experiences and regulate the mood of an individual. With the advent of online streaming services, research in music recommendation services has seen tremendous progress. Modern methods…

Multimedia · Computer Science 2021-10-05 Kunal Vaswani , Yudhik Agrawal , Vinoo Alluri

Intensive Care Units are complex, data-rich environments where critically ill patients are treated using variety of clinical equipment. The data collected using this equipment can be used clinical staff to gain insight into the condition of…

Human-Computer Interaction · Computer Science 2024-10-23 Marceli Wac , Raul Santos-Rodriguez , Chris McWilliams , Christopher Bourdeaux

Despite a significant improvement in the educational aids in terms of effective teaching-learning process, most of the educational content available to the students is less than optimal in the context of being up-to-date, exhaustive and…

Computers and Society · Computer Science 2015-08-12 Anamika Chhabra , S. R. S. Iyengar , Poonam Saini , Rajesh Shreedhar Bhat

Artificial intelligence is reshaping creative domains, yet its co-creative processes, especially in group settings with novice users, remain under explored. To bridge this gap, we conducted a case study in a college-level course where nine…

Human-Computer Interaction · Computer Science 2025-06-25 Yue Fu , Michele Newman , Lewis Going , Qiuzi Feng , Jin Ha Lee

We present a study that explores the role of user-centred design in developing Generative AI (GenAI) tools for music composition. Through semi-structured interviews with professional composers, we gathered insights on a novel generative…

Sound · Computer Science 2024-12-17 Eleanor Row , György Fazekas

Crowdsourcing platforms enable to propose simple human intelligence tasks to a large number of participants who realise these tasks. The workers often receive a small amount of money or the platforms include some other incentive mechanisms,…

Artificial Intelligence · Computer Science 2016-10-03 Amal Ben Rjab , Mouloud Kharoune , Zoltan Miklos , Arnaud Martin

Data annotation underpins the success of modern AI, but the aggregation of crowd-collected datasets can harm the preservation of diverse perspectives in data. Difficult and ambiguous tasks cannot easily be collapsed into unitary labels.…

Human-Computer Interaction · Computer Science 2025-08-14 Malik Khadar , Daniel Runningen , Julia Tang , Stevie Chancellor , Harmanpreet Kaur

High quality gene models are necessary to expand the molecular and genetic tools available for a target organism, but these are available for only a handful of model organisms that have undergone extensive curation and experimental…

Supervised learning depends on annotated examples, which are taken to be the \emph{ground truth}. But these labels often come from noisy crowdsourcing platforms, like Amazon Mechanical Turk. Practitioners typically collect multiple labels…

Machine Learning · Computer Science 2018-05-22 Ashish Khetan , Zachary C. Lipton , Anima Anandkumar

Understanding the impact of digital platforms on user behavior presents foundational challenges, including issues related to polarization, misinformation dynamics, and variation in news consumption. Comparative analyses across platforms and…

Annotations allow users to associate additional information with existing resources. Using proprietary and closed systems on the Web, users are already able to annotate multimedia resources such as images, audio and video. So far, however,…

Digital Libraries · Computer Science 2011-06-28 Bernhard Haslhofer , Rainer Simon , Robert Sanderson , Herbert van de Sompel

Music genre classification is a critical component of music recommendation systems, generation algorithms, and cultural analytics. In this work, we present an innovative model for classifying music genres using attention-based temporal…

Sound · Computer Science 2024-11-25 Aditya Sridhar

Data annotation interfaces predominantly leverage ground truth labels to guide annotators toward accurate responses. With the growing adoption of Artificial Intelligence (AI) in domain-specific professional tasks, it has become increasingly…

Human-Computer Interaction · Computer Science 2024-03-05 Zinat Ara , Hossein Salemi , Sungsoo Ray Hong , Yasas Senarath , Steve Peterson , Amanda Lee Hughes , Hemant Purohit

The crowdsourcing consists in the externalisation of tasks to a crowd of people remunerated to execute this ones. The crowd, usually diversified, can include users without qualification and/or motivation for the tasks. In this paper we will…

Artificial Intelligence · Computer Science 2018-11-20 Constance Thierry , Jean-Christophe Dubois , Yolande Le Gall , Arnaud Martin

As larger and more comprehensive datasets become standard in contemporary machine learning, it becomes increasingly more difficult to obtain reliable, trustworthy label information with which to train sophisticated models. To address this…

Machine Learning · Computer Science 2021-06-08 Glenn Dawson , Robi Polikar

Being able to automatically and quickly understand the user context during a session is a main issue for recommender systems. As a first step toward achieving that goal, we propose a model that observes in real time the diversity brought by…

Information Retrieval · Computer Science 2016-01-11 Sylvain Castagnos , Amaury L 'Huillier , Anne Boyer

Users are able to access millions of songs through music streaming services like Spotify, Pandora, and Deezer. Access to such large catalogs, created a need for relevant song recommendations. However, user preferences are highly subjective…

Information Retrieval · Computer Science 2020-09-08 Boning Gong , Mesut Kaya , Nava Tintarev

Generative AI brings novel and impressive abilities to help people in everyday tasks. There are many AI workflows that solve real and complex problems by chaining AI outputs together with human interaction. Although there is an undeniable…

Human-Computer Interaction · Computer Science 2024-06-03 Tao Long , Katy Ilonka Gero , Lydia B. Chilton

This study aims to enhance the quality of music generation using Transformers by incorporating meta-information. While Transformer-based approaches are effective at capturing long-term dependencies in musical compositions, the music they…

Sound · Computer Science 2026-05-21 Shinnosuke Taksuka , Hideo Mukai