Sparks of large audio models: A survey and outlook

S Latif, M Shoukat, F Shamshad, M Usama… - arxiv preprint arxiv …, 2023 - arxiv.org
This survey paper provides a comprehensive overview of the recent advancements and
challenges in applying large language models to the field of audio signal processing. Audio …

Ai-based affective music generation systems: A review of methods and challenges

A Dash, K Agres - ACM Computing Surveys, 2024 - dl.acm.org
Music is a powerful medium for altering the emotional state of the listener. In recent years,
with significant advancements in computing capabilities, artificial intelligence-based (AI …

Drawlody: Sketch-based melody creation with enhanced usability and interpretability

Q Liang, Y Wang - IEEE Transactions on Multimedia, 2024 - ieeexplore.ieee.org
Sketch-based melody creation systems enable people to compose melodies by converting
human-sketched melody contours into coherent melodies that fit the depicted contours. This …

Muser: Musical element-based regularization for generating symbolic music with emotion

S Ji, X Yang - Proceedings of the AAAI Conference on Artificial …, 2024 - ojs.aaai.org
Generating music with emotion is an important task in automatic music generation, in which
emotion is evoked through a variety of musical elements (such as pitch and duration) that …

Melody is all you need for music generation

S Wei, M Wei, H Wang, Y Zhao, G Kou - arxiv preprint arxiv:2409.20196, 2024 - arxiv.org
We present the Melody Guided Music Generation (MMGen) model, the first novel approach
using melody to guide the music generation that, despite a pretty simple method and …

Cross-and Context-Aware Attention Based Spatial-Temporal Graph Convolutional Networks for Human Mobility Prediction

Z Mo, H **ang, X Di - ACM Transactions on Spatial Algorithms and …, 2024 - dl.acm.org
The COVID-19 pandemic has dramatically transformed human mobility patterns. Therefore,
human mobility prediction for the “new normal” is crucial to infrastructure redesign …

Emotion-conditioned melody harmonization with hierarchical variational autoencoder

S Ji, X Yang - 2023 IEEE International Conference on Systems …, 2023 - ieeexplore.ieee.org
Existing melody harmonization models have made great progress in improving the quality of
generated harmonies, but most of them ignored the emotions beneath the music …

Controllable Syllable-Level Lyrics Generation From Melody With Prior Attention

Z Zhang, Y Yu, A Takasu - IEEE Transactions on Multimedia, 2024 - ieeexplore.ieee.org
Melody-to-lyrics generation, which is based on syllable-level generation, is an intriguing and
challenging topic in the interdisciplinary field of music, multimedia, and machine learning …

Emotion-driven melody harmonization via melodic variation and functional representation

J Huang, YH Yang - arxiv preprint arxiv:2407.20176, 2024 - arxiv.org
Emotion-driven melody harmonization aims to generate diverse harmonies for a single
melody to convey desired emotions. Previous research found it hard to alter the perceived …

Why Perturbing Symbolic Music is Necessary: Fitting the Distribution of Never-used Notes through a Joint Probabilistic Diffusion Model

S Liu, X Fan, G Wu - arxiv preprint arxiv:2408.01950, 2024 - arxiv.org
Existing music generation models are mostly language-based, neglecting the frequency
continuity property of notes, resulting in inadequate fitting of rare or never-used notes and …