2 papers
cs.LG2026
Toward Multi-Domain and Long-Tailed Quantization via Feature Alignment and Scaling
Ting-An Chen, Chin-Yuan Yeh, De-Nian Yang
Quantizing deep neural networks is essential for efficient inference on resource-constrained devices. However, most existing methods are designed for single-domain and class-balanc…
cs.MA2024
Self-guided Knowledgeable Network of Thoughts: Amplifying Reasoning with Large Language Models
Chao-Chi Chen, Chin-Yuan Yeh, Hsi-Wen Chen +2
We introduce Knowledgeable Network of Thoughts (kNoT): a prompt scheme that advances the capabilities of large language models (LLMs) beyond existing paradigms like Chain-of-Though…