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08/30/2023
General Purpose Audio Effect Removal
Although the design and application of audio effects is well understood,...
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05/22/2023
Modulation Extraction for LFO-driven Audio Effects
Low frequency oscillator (LFO) driven audio effects such as phaser, flan...
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04/10/2023
Leveraging Neural Representations for Audio Manipulation
We investigate applying audio manipulations using pretrained neural netw...
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07/18/2022
Style Transfer of Audio Effects with Differentiable Signal Processing
We present a framework that can impose the audio effects and production ...
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03/06/2022
HEAR 2021: Holistic Evaluation of Audio Representations
What audio embedding approach generalizes best to a wide range of downst...
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12/06/2021
Steerable discovery of neural audio effects
Applications of deep learning for audio effects often focus on modeling ...
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10/07/2021
Direct design of biquad filter cascades with deep learning by sampling random polynomials
Designing infinite impulse response filters to match an arbitrary magnit...
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10/04/2021
WaveBeat: End-to-end beat and downbeat tracking in the time domain
Deep learning approaches for beat and downbeat tracking have brought adv...
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07/15/2021
Filtered Noise Shaping for Time Domain Room Impulse Response Estimation From Reverberant Speech
Deep learning approaches have emerged that aim to transform an audio sig...
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02/11/2021
Efficient Neural Networks for Real-time Analog Audio Effect Modeling
Deep learning approaches have demonstrated success in the task of modeli...
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10/20/2020
Automatic multitrack mixing with a differentiable mixing console of neural audio effects
Applications of deep learning to automatic multitrack mixing are largely...
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10/08/2020