Author

Mengxi Liu

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Preprint Aug 2026

LITEWAY: LIghtweight HAR via Temporal Efficient highWAY

This work proposes LITEWAY, a modality-agnostic, fully convolutional framework for multichannel sensor time series that replaces recurrent temporal modeling with structured convolutional decomposition and achieves competitive macro F1 while reducing model size.

Dominique Nshimyimana, V. F. Rey, Mengxi Liu et al. · 0 citations