Author

Xiao-Lan Xie

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Open access Sep 2026

Improving Parameter-Efficient Medical Image Classification with Lesion-Aware Hierarchical Knowledge Distillation

Compact deep models are attractive for medical image classification, but conventional knowledge distillation mainly transfers class-level predictions and may not adequately preserve lesion-relevant spatial cues. To address this limitation, we propose LaHKD, a lesion-aware hierarchical knowledge distillation framework f...

Ya-Rong Liu, Run-Mei Xie, Xiao-Lan Xie et al. · Journal of Imaging · 0 citations

Open access Aug 2026

A Short-Term Electric Load Forecasting Method Integrating Grouped Exogenous Variable Recalibration and Calendar–Causal Dual Correction

KCD-GEIRTimeXer is proposed, a short-term electric load forecasting method built upon TimeXer that reduces MSE, RMSE, MAE, and MAPE by 26.25% and outperforms all baseline models, respectively.

Peng-Yang Liu, Xiao-Lan Xie · Electronics · 0 citations

Open access Aug 2026

Cloud Resource Workload Forecasting Method Based on the MST-iTransformer Model

The proposed MST-iTransformer model achieves simultaneous reductions in prediction errors and inference latency, validating the effectiveness of the multi-scale temporal encoding, sparse attention mechanism, and adaptive feature selection modules in improving forecasting accuracy and computational efficiency.

Xiao-Lan Xie, Jing-Yuan Chen · Future Internet · 1 citation