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Conference Sep 2026

Multi-Resolution Dual-Branch DWT-MobileViT for Ultra-Lightweight Urban Noise Classification

Standard environmental sound classification frameworks compress 1D acoustic waveforms into 2D Mel-Spectrograms, discarding raw phase boundaries and flattening fine-grained temporal envelopes. Deep 2D convolutional networks struggle to isolate transient, pulsed mechanical sounds like jackhammers or vehicle horns in nois...

Kai Liang Lew, C. Toa, Kok Swee Sim · 0 citations
#machine learning Preprint Oct 2026

AIGS: Adaptive Incremental Gating System for Online Representation Learning in Non-Stationary Data Streams

Real-time data streams in Web of Things (WoT) and edge computing environments often evolve through latent regime changes. For online representation learning under strict computational constraints, the central problem is resolving the stability-plasticity dilemma: keeping useful historical knowledge while rapidly reacti...

Si-Rui He, Kai Liang Lew, C. Ong et al. · 0 citations

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