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Tom Denton

3 accepted papers

2023

In Search for a Generalizable Method for Source Free Domain Adaptation

ICML 2023poster

Source-free domain adaptation (SFDA) is compelling because it allows adapting an off-the-shelf model to a new domain using only unlabelled data. In this work, we apply existing SFDA techniques to a challenging set of naturally-occurring distribution shifts in bioacoustics, which are very different f…

Cited by 19SourcePDFScholar
2021

Generative Speech Coding with Predictive Variance Regularization

ICASSP 2021accepted

The recent emergence of machine-learning based generative models for speech suggests a significant reduction in bit rate for speech codecs is possible. However, the performance of generative models deteriorates significantly with the distortions present in real-world input signals. We argue that thi…

Cited by 0SourceScholar