Research

Focus on NLP, generative AI, medical imaging and interdisciplinary applications

Generative AIMedical AIAdvanced Algorithms
Mamba-Timeformer dual-path architecture for long-term BESS battery state-of-health prediction
01

Mamba-Timeformer

Uses Mamba state-space models for long-term dependencies, with channel attention and cross-attention fusion to improve long-term battery health prediction.

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CAG-RAG research architecture for retrieval-augmented generation with selective write-back
02

CAG-RAG

Evaluates and filters content before cache write-back to reduce contamination from low-quality retrieval and improve generation quality and system stability.

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LoRA-MoE long-term time-series forecasting model and token alignment diagram
03

LoRA-MoE

Combines LoRA and mixture-of-experts routing to study parameter-efficient fine-tuning under limited compute and transfer the model to long-term time-series forecasting.

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