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cs.LG2026
Efficient Test-Time Scaling for LLM-based Time Series Forecasting
Xuan-May Le, Minh-Tuan Tran, Ling Luo +3
Long-term time series forecasting benefits from preserving global structure such as trends and seasonality. Recent LLM-based forecasters often improve accuracy through test-time sc…
cs.LG2025
SHIP: A Shapelet-based Approach for Interpretable Patient-Ventilator Asynchrony Detection
Xuan-May Le, Ling Luo, Uwe Aickelin +3
Patient-ventilator asynchrony (PVA) is a common and critical issue during mechanical ventilation, affecting up to 85% of patients. PVA can result in clinical complications such as…
cs.LG2024★ 1 cited
ShapeFormer: Shapelet Transformer for Multivariate Time Series Classification
Xuan-May Le, Ling Luo, Uwe Aickelin +1
Multivariate time series classification (MTSC) has attracted significant research attention due to its diverse real-world applications. Recently, exploiting transformers for MTSC h…