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Detecting AI-generated music is crucial for preserving artistic authenticity and preventing the misuse of generative music technologies. However, existing discriminative detectors typically rely on generated samples during training and…

声音 · 计算机科学 2026-05-19 Chaolei Han , Hongsong Wang , Jie Gui

In this work, we study the association between song lyrics and mood through a data-driven analysis. Our data set consists of nearly one million songs, with song-mood associations derived from user playlists on the Spotify streaming…

多媒体 · 计算机科学 2022-07-13 Shahrzad Naseri , Sravana Reddy , Joana Correia , Jussi Karlgren , Rosie Jones

This work was developed aiming to employ Statistical techniques to the field of Music Emotion Recognition, a well-recognized area within the Signal Processing world, but hardly explored from the statistical point of view. Here, we opened…

机器学习 · 统计学 2021-07-13 Nathalie Deziderio , Hugo Tremonte de Carvalho

Thanks to the Big Data revolution and increasing computing capacities, Artificial Intelligence (AI) has made an impressive revival over the past few years and is now omnipresent in both research and industry. The creative sectors have…

Songwriting has long served as a powerful medium for expressing unconscious emotions and fostering self-awareness in psychotherapy. Due to the auditory-centric nature of traditional approaches, Deaf and Hard-of-Hearing (DHH) individuals…

人机交互 · 计算机科学 2026-04-16 Youjin Choi , Jaeyoung Moon , Jinyoung Yoo , Jennifer G. Kim , Jin-Hyuk Hong

The rise of social media platforms has brought about a new digital culture called memes. Memes, which combine visuals and text, can strongly influence public opinions on social and cultural issues. As a result, people have become interested…

计算与语言 · 计算机科学 2023-12-12 Ming Shan Hee , Aditi Kumaresan , Nguyen Khoi Hoang , Nirmalendu Prakash , Rui Cao , Roy Ka-Wei Lee

In this paper, the dataset used for the data challenge organised by Conference on Sound and Music Technology (CSMT) is introduced. The CSMT data challenge requires participants to identify whether a given piece of melody is generated by…

声音 · 计算机科学 2021-12-02 Shengchen Li , Yinji Jing , György Fazekas

We present a general computational approach that enables a machine to generate a dance for any input music. We encode intuitive, flexible heuristics for what a 'good' dance is: the structure of the dance should align with the structure of…

人工智能 · 计算机科学 2020-06-25 Purva Tendulkar , Abhishek Das , Aniruddha Kembhavi , Devi Parikh

The rapid advancement of generative AI (GenAI) is expanding access to songwriting, offering a new medium of self-expression for Deaf and Hard-of-Hearing (DHH) individuals. However, emerging technologies that support DHH individuals in…

人机交互 · 计算机科学 2026-04-16 Youjin Choi , Jinyoung Yoo , Jaeyoung Moon , Yoonjae Kim , Eun Young Lee , Jennifer G. Kim , Jin-Hyuk Hong

Recent advances in generative AI for music have achieved remarkable fidelity and stylistic diversity, yet these systems often fail to align with nuanced human preferences due to the specific loss functions they use. This paper advocates for…

声音 · 计算机科学 2025-11-20 Dorien Herremans , Abhinaba Roy

We present SingSong, a system that generates instrumental music to accompany input vocals, potentially offering musicians and non-musicians alike an intuitive new way to create music featuring their own voice. To accomplish this, we build…

Music generation in the audio domain using artificial intelligence (AI) has witnessed steady progress in recent years. However for some instruments, particularly the guitar, controllable instrument synthesis remains limited in expressivity.…

声音 · 计算机科学 2025-10-28 Jackson Loth , Pedro Sarmento , Mark Sandler , Mathieu Barthet

We propose MelodySim, a melody-aware music similarity model and dataset for plagiarism detection. First, we introduce a novel method to construct a dataset focused on melodic similarity. By augmenting Slakh2100, an existing MIDI dataset, we…

声音 · 计算机科学 2025-11-20 Tongyu Lu , Charlotta-Marlena Geist , Jan Melechovsky , Abhinaba Roy , Dorien Herremans

Recent advances in deep neural networks have enabled algorithms to compose music that is comparable to music composed by humans. However, few algorithms allow the user to generate music with tunable parameters. The ability to tune…

声音 · 计算机科学 2018-02-06 Huanru Henry Mao , Taylor Shin , Garrison W. Cottrell

At present, neural network models show powerful sequence prediction ability and are used in many automatic composition models. In comparison, the way humans compose music is very different from it. Composers usually start by creating…

声音 · 计算机科学 2024-10-18 Yutian Wang , Wanyin Yang , Zhenrong Dai , Yilong Zhang , Kun Zhao , Hui Wang

As a precious part of the human cultural heritage, Chinese poetry has influenced people for generations. Automatic poetry composition is a challenge for AI. In recent years, significant progress has been made in this area benefiting from…

人工智能 · 计算机科学 2018-09-13 Xiaoyuan Yi , Ruoyu Li , Maosong Sun

Compositional AI systems, which combine multiple artificial intelligence components together with other application components to solve a larger problem, have no known pattern of development and are often approached in a bespoke and ad hoc…

Using Artificial Intelligence (AI) to create dance choreography with intention is still at an early stage. Methods that conditionally generate dance sequences remain limited in their ability to follow choreographer-specific creative…

机器学习 · 计算机科学 2022-10-18 Mathilde Papillon , Mariel Pettee , Nina Miolane

This article describes and evaluates a new online AI-creativity course. The course is based around three near-state-of-the-art AI models combined into a pop song generating system. A fine-tuned GPT-2 model writes lyrics, Music-VAE composes…

计算机与社会 · 计算机科学 2023-06-21 Matthew Yee-king , Andrea Fiorucci , Mark d'Inverno

This monograph introduces a novel approach to polyphonic music generation by addressing the "Missing Middle" problem through structural inductive bias. Focusing on Beethoven's piano sonatas as a case study, we empirically verify the…

机器学习 · 计算机科学 2026-04-10 Joonwon Seo