From the 1 of 4 linked papers with an AI index.
4 papers
Quantum Computing and Data Processing for Frequent Itemset Mining
Yen-Hsin Hsu, Ya-Wen Teng, De-Nian Yang +3
The paper proposes a quantum computing framework (QFM) that encodes transaction data as bit‑vector qubits, creates superpositions of valid candidate itemsets, and uses a shallow th…
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…
Human-Centric Community Detection in Hybrid Metaverse Networks with Integrated AI Entities
Shih-Hsuan Chiu, Ya-Wen Teng, De-Nian Yang +1
Community detection is a cornerstone problem in social network analysis (SNA), aimed at identifying cohesive communities with minimal external links. However, the rise of generativ…
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…