2 papers
stat.ML2025
On the Role of Label Noise in the Feature Learning Process
Andi Han, Wei Huang, Zhanpeng Zhou +5
Deep learning with noisy labels presents significant challenges. In this work, we theoretically characterize the role of label noise from a feature learning perspective. Specifical…
cs.LG2025
Accelerating Large Language Models through Partially Linear Feed-Forward Network
Gansen Hu, Zhaoguo Wang, Jinglin Wei +2
Large language models (LLMs) demonstrate remarkable capabilities but face deployment challenges due to their massive parameter counts. While existing compression techniques like pr…