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David Tuckey

2 accepted papers

2025

ValSub: Subsampling Validation Data to Mitigate Forgetting during ASR Personalization

ICASSP 2025accepted

Automatic Speech Recognition (ASR) is widely used within consumer devices such as mobile phones. Recently, personalization or on-device model fine-tuning has shown that adaptation of ASR models towards target user speech improves their performance over rare words or accented speech. Despite these ga…

Cited by 0SourceScholar
2022

Detect, Understand, Act: A Neuro-Symbolic Hierarchical Reinforcement Learning Framework (Extended Abstract)

IJCAI 2022poster

We introduce Detect, Understand, Act (DUA), a neuro-symbolic reinforcement learning framework. The Detect component is composed of a traditional computer vision object detector and tracker. The Act component houses a set of options, high-level actions enacted by pre-trained deep reinforcement learni…

Cited by 0SourcePDFScholar