Author

Shaoning Zhang

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Aug 2026

Certified Streaming Updates for Machine Learning Models under Limited Throughput.

This paper introduces Scalable Streaming Learning via online Sampling (S3), an efficient model-updating framework designed to handle limited-throughput streaming data while theoretically guaranteeing an approximation to the complete retrained model.

Dongxie Wen, Lu Yi, Feng-Tai Li et al. · IEEE Transactions on Pattern... · 0 citations

Open access Aug 2026

Time series forecasting of battery state of charge using real-world driving data: an SCSSA optimized CNN-LSTM-Attention model

A purely data-driven end-to-end SOC prediction framework based on sliding-window technology that adopts an SCSSA-optimized convolutional neural networks-long short-term memory-attention hybrid model that integrates a CNN for local feature extraction, an LSTM for modeling temporal dependencies, and an attention mechanis...

Xing Zhang, Ju-Qiang Feng, Shun-Li Wang et al. · Engineering Research Express · 0 citations