Chris Donahue
Chris Donahue
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DeepDrake ft. BTS-GAN and TayloRVC: An Exploratory Analysis of Musical Deepfakes and Hosting Platforms
Recent advancements in voice conversion and text-to-speech technology have facilitated the creation of musical deepfakes, audio tracks …
Michael Feffer
,
Zachary C. Lipton
,
Chris Donahue
PDF
BibTeX
Dataset
Melody Transcription via Generative Pre-training
Despite the central role that melody plays in music perception, it remains an open challenge in music information retrieval to reliably …
Chris Donahue
,
John Thickstun
,
Percy Liang
arXiv
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BibTeX
🔊 Examples
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Dataset
Video
It's Raw! Audio Generation with State-Space Models
Developing architectures suitable for modeling raw audio is a challenging problem due to the high sampling rates of audio waveforms. …
Karan Goel
,
Albert Gu
,
Chris Donahue
,
Christopher Ré
arXiv
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BibTeX
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Codified Audio Language Modeling Learns Useful Representations for Music Information Retrieval
We demonstrate that language models pre-trained on codified (discretely-encoded) music audio learn representations that are useful for …
Rodrigo Castellon
,
Chris Donahue
,
Percy Liang
arXiv
PDF
BibTeX
Code
Towards Automatic Instrumentation by Learning to Separate Parts in Symbolic Multitrack Music
Modern keyboards allow a musician to play multiple instruments at the same time by assigning zones – fixed pitch ranges of the …
Hao-Wen Dong
,
Chris Donahue
,
Taylor Berg-Kirkpatrick
,
Julian McAuley
arXiv
PDF
BibTeX
🔊 Examples
Code
Swords ⚔️: A Benchmark for Lexical Substitution with Improved Data Coverage and Quality
We release a new benchmark for lexical substitution, the task of finding appropriate substitutes for a target word in a context. To …
Mina Lee
,
Chris Donahue
,
Robin Jia
,
Alexander Iyabor
,
Percy Liang
arXiv
PDF
BibTeX
Code
Dataset
Enabling Language Models to Fill in the Blanks
We present a simple approach for text infilling, the task of predicting missing spans of text at any position in a document. While …
Chris Donahue
,
Mina Lee
,
Percy Liang
arXiv
PDF
BibTeX
Code
Demo
LakhNES: Improving Multi-instrumental Music Generation with Cross-domain Pre-training
We are interested in the task of generating multi-instrumental music scores. The Transformer architecture has recently shown great …
Chris Donahue
,
Huanru Henry Mao
,
Yiting Ethan Li
,
Garrison W. Cottrell
,
Julian McAuley
arXiv
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BibTeX
🔊 Examples
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Expediting TTS Synthesis with Adversarial Vocoding
Recent approaches in text-to-speech (TTS) synthesis employ neural network strategies to vocode perceptually-informed spectrogram …
Paarth Neekhara
,
Chris Donahue
,
Miller Puckette
,
Shlomo Dubnov
,
Julian McAuley
arXiv
PDF
BibTeX
🔊 Examples
Code
Adversarial Audio Synthesis
Audio signals are sampled at high temporal resolutions, and learning to synthesize audio requires capturing structure across a range of …
Chris Donahue
,
Julian McAuley
,
Miller Puckette
arXiv
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BibTeX
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