3 papers
cs.AI2025
DiaLLMs: EHR Enhanced Clinical Conversational System for Clinical Test Recommendation and Diagnosis Prediction
Weijieying Ren, Tianxiang Zhao, Lei Wang +2
Recent advances in Large Language Models (LLMs) have led to remarkable progresses in medical consultation. However, existing medical LLMs overlook the essential role of Electronic…
cs.CV2024
Gradient-Aware Logit Adjustment Loss for Long-tailed Classifier
Fan Zhang, Wei Qin, Weijieying Ren +3
In the real-world setting, data often follows a long-tailed distribution, where head classes contain significantly more training samples than tail classes. Consequently, models tra…
cs.LG2024
Analyzing and Reducing Catastrophic Forgetting in Parameter Efficient Tuning
Weijieying Ren, Xinlong Li, Lei Wang +2
Existing research has shown that large language models (LLMs) exhibit remarkable performance in language understanding and generation. However, when LLMs are continuously fine-tune…