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A survey on deep learning for symbolic music generation: Representations, algorithms, evaluations, and challenges
S Ji, X Yang, J Luo - ACM Computing Surveys, 2023 - dl.acm.org
Significant progress has been made in symbolic music generation with the help of deep
learning techniques. However, the tasks covered by symbolic music generation have not …
learning techniques. However, the tasks covered by symbolic music generation have not …
A comprehensive survey on deep music generation: Multi-level representations, algorithms, evaluations, and future directions
S Ji, J Luo, X Yang - arxiv preprint arxiv:2011.06801, 2020 - arxiv.org
The utilization of deep learning techniques in generating various contents (such as image,
text, etc.) has become a trend. Especially music, the topic of this paper, has attracted …
text, etc.) has become a trend. Especially music, the topic of this paper, has attracted …
A survey on deep reinforcement learning for audio-based applications
Deep reinforcement learning (DRL) is poised to revolutionise the field of artificial intelligence
(AI) by endowing autonomous systems with high levels of understanding of the real world …
(AI) by endowing autonomous systems with high levels of understanding of the real world …
Reinforcement learning and bandits for speech and language processing: Tutorial, review and outlook
B Lin - Expert Systems with Applications, 2024 - Elsevier
In recent years, reinforcement learning and bandits have transformed a wide range of real-
world applications including healthcare, finance, recommendation systems, robotics, and …
world applications including healthcare, finance, recommendation systems, robotics, and …
Reinforcement learning for generative AI: State of the art, opportunities and open research challenges
Abstract Generative Artificial Intelligence (AI) is one of the most exciting developments in
Computer Science of the last decade. At the same time, Reinforcement Learning (RL) has …
Computer Science of the last decade. At the same time, Reinforcement Learning (RL) has …
Foundation models for music: A survey
In recent years, foundation models (FMs) such as large language models (LLMs) and latent
diffusion models (LDMs) have profoundly impacted diverse sectors, including music. This …
diffusion models (LDMs) have profoundly impacted diverse sectors, including music. This …
Creativity and machine learning: A survey
There is a growing interest in the area of machine learning and creativity. This survey
presents an overview of the history and the state of the art of computational creativity …
presents an overview of the history and the state of the art of computational creativity …
Musicrl: Aligning music generation to human preferences
We propose MusicRL, the first music generation system finetuned from human feedback.
Appreciation of text-to-music models is particularly subjective since the concept of musicality …
Appreciation of text-to-music models is particularly subjective since the concept of musicality …
A survey on artificial intelligence for music generation: Agents, domains and perspectives
Music is one of the Gardner's intelligences in his theory of multiple intelligences. How
humans perceive and understand music is still being studied and is crucial to develop …
humans perceive and understand music is still being studied and is crucial to develop …
Toward interactive music generation: A position paper
Music generation using deep learning has received considerable attention in recent years.
Researchers have developed various generative models capable of imitating musical …
Researchers have developed various generative models capable of imitating musical …