9 papers
Multi-Modal Generative Fuzzy System: Fuzzy Inference Guided Large Model Interactive Question Answering Framework
Hailong Yang, Jianqi Wang, Guanjin Wang +1
In Multimodal Question Answering (MQA), models are required to jointly encode and integrate heterogeneous information from multiple modalities, including text, images, and speech,…
Diffusion Fuzzy System: Fuzzy Rule Guided Latent Multi-Path Diffusion Modeling
Hailong Yang, Te Zhang, Kup-sze Choi +1
Diffusion models have emerged as a leading technique for generating images due to their ability to create high-resolution and realistic images. Despite their strong performance, di…
Fuzzy Label: From Concept to Its Application in Label Learning
Chenxi Luoa, Zhuangzhuang Zhaoa, Zhaohong Denga +1
Label learning is a fundamental task in machine learning that aims to construct intelligent models using labeled data, encompassing traditional single-label and multi-label classif…
GAMA: A General Anonymizing Multi-Agent System for Privacy Preservation Enhanced by Domain Rules and Disproof Mechanism
Hailong Yang, Renhuo Zhao, Guanjin Wang +1
With the rapid advancement of Large Language Models (LLMs), LLM-based agents exhibit exceptional abilities in understanding and generating natural language, enabling human-like col…
XAgents: A Framework for Interpretable Rule-Based Multi-Agents Cooperation
Hailong Yang, Mingxian Gu, Renhuo Zhao +3
Extracting implicit knowledge and logical reasoning abilities from large language models (LLMs) has consistently been a significant challenge. The advancement of multi-agent system…
XAgents: A Unified Framework for Multi-Agent Cooperation via IF-THEN Rules and Multipolar Task Processing Graph
Hailong Yang, Mingxian Gu, Jianqi Wang +2
The rapid advancement of Large Language Models (LLMs) has significantly enhanced the capabilities of Multi-Agent Systems (MAS) in supporting humans with complex, real-world tasks.…