292 citations · 610 across the 56 of their papers we have counts for
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cs.SD2022★ 5 cited
Continual Learning For On-Device Environmental Sound Classification
Yang Xiao, Xubo Liu, James King +4
Continuously learning new classes without catastrophic forgetting is a challenging problem for on-device environmental sound classification given the restrictions on computation re…
cs.SD2022★ 2 cited
Small Footprint Multi-channel ConvMixer for Keyword Spotting with Centroid Based Awareness
Dianwen Ng, Jin Hui Pang, Yang Xiao +3
It is critical for a keyword spotting model to have a small footprint as it typically runs on-device with low computational resources. However, maintaining the previous SOTA perfor…
cs.SD2022
Rainbow Keywords: Efficient Incremental Learning for Online Spoken Keyword Spotting
Yang Xiao, Nana Hou, Eng Siong Chng
Catastrophic forgetting is a thorny challenge when updating keyword spotting (KWS) models after deployment. This problem will be more challenging if KWS models are further required…