activity
20192026
most citedRelative Positional Encoding for Transformers with Linear Complexity

14 citations · 64 across the 21 of their papers we have counts for

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Showing 2024 · cs.SDShow all

5 papers · 2 filters

cs.SD2024

Structure-informed Positional Encoding for Music Generation

Manvi Agarwal, Changhong Wang, Gaël Richard

Music generated by deep learning methods often suffers from a lack of coherence and long-term organization. Yet, multi-scale hierarchical structure is a distinctive feature of musi…

cs.SD2024

GLA-Grad: A Griffin-Lim Extended Waveform Generation Diffusion Model

Haocheng Liu, Teysir Baoueb, Mathieu Fontaine +2

Diffusion models are receiving a growing interest for a variety of signal generation tasks such as speech or music synthesis. WaveGrad, for example, is a successful diffusion model…

cs.SD2024

SpecDiff-GAN: A Spectrally-Shaped Noise Diffusion GAN for Speech and Music Synthesis

Teysir Baoueb, Haocheng Liu, Mathieu Fontaine +2

Generative adversarial network (GAN) models can synthesize highquality audio signals while ensuring fast sample generation. However, they are difficult to train and are prone to se…

cs.SD2024

Unsupervised Harmonic Parameter Estimation Using Differentiable DSP and Spectral Optimal Transport

Bernardo Torres, Geoffroy Peeters, Gaël Richard

In neural audio signal processing, pitch conditioning has been used to enhance the performance of synthesizers. However, jointly training pitch estimators and synthesizers is a cha…

cs.SD2024

Singer Identity Representation Learning using Self-Supervised Techniques

Bernardo Torres, Stefan Lattner, Gaël Richard

Significant strides have been made in creating voice identity representations using speech data. However, the same level of progress has not been achieved for singing voices. To br…