An Innovative CGL-MHA Model for Sarcasm Sentiment Recognition Using the MindSpore Framework. - Zhenkai Qin; Qining Luo; Xunyi Nong (CoRR, 2024)

KEDformer:Knowledge Extraction Seasonal Trend Decomposition for Long-term Sequence Prediction. - Zhenkai Qin; Baozhong Wei; Caifeng Gao; Jianyuan Ni (CoRR, 2024)

DP-FWCA: A Prompt-Enhanced Model for Named Entity Recognition in Educational Domains. - Zhenkai Qin; Dongze Wu; Jiajing He; Jingming Xie; Aimin Wei (IEEE Access, 2025)

CMDMamba: dual-layer Mamba architecture with dual convolutional feed-forward networks for efficient financial time series forecasting. - Zhenkai Qin; Baozhong Wei; Yujia Zhai; Ziqian Lin; Xiaochuan Yu; Jingxuan Jiang (Frontiers Artif. Intell., 2025)

Detecting sarcasm in user-generated content integrating transformers and gated graph neural networks. - Zhenkai Qin; Qining Luo; Zhidong Zang; Hongpeng Fu (PeerJ Comput. Sci., 2025)

Innovative LSGTime Model for Crime Spatiotemporal Prediction Based on MindSpore Framework. - Zhenkai Qin; Baozhong Wei; Caifeng Gao (CoRR, 2025)

Frequency-Aware Attention-LSTM for PM2.5 Time Series Forecasting. - Jiahui LU; Shuang Wu; Zhenkai Qin; Dongze Wu; Guifang Yang (CoRR, 2025)

MAAM: A Lightweight Multi-Agent Aggregation Module for Efficient Image Classification Based on the MindSpore Framework. - Zhenkai Qin; Feng Zhu; Huan Zeng; Xunyi Nong (CoRR, 2025)

MSTIM: A MindSpore-Based Model for Traffic Flow Prediction. - Weiqi Qin; Yuxin Liu; Dongze Wu; Zhenkai Qin; Qining Luo (CoRR, 2025)

Few-shot Hate Speech Detection Based on the MindSpore Framework. - Zhenkai Qin; Dongze Wu; Yuxin Liu; Guifang Yang (CoRR, 2025)

RAGAT-Mind: A Multi-Granular Modeling Approach for Rumor Detection Based on MindSpore. - Zhenkai Qin; Guifang Yang; Dongze Wu (CoRR, 2025)

MindFlow: A Network Traffic Anomaly Detection Model Based on MindSpore. - Qiuyan Xiang; Shuang Wu; Dongze Wu; Yuxin Liu; Zhenkai Qin (CoRR, 2025)

MIA-Mind: A Multidimensional Interactive Attention Mechanism Based on MindSpore. - Zhenkai Qin; Jiaquan Liang; Qiao Fang (CoRR, 2025)

Research on CNN-BiLSTM Network Traffic Anomaly Detection Model Based on MindSpore. - Qiuyan Xiang; Shuang Wu; Dongze Wu; Yuxin Liu; Zhenkai Qin (CoRR, 2025)

PL-FGSA: A Prompt Learning Framework for Fine-Grained Sentiment Analysis Based on MindSpore. - Zhenkai Qin; Jiajing He; Qiao Fang (CoRR, 2025)