4 papers
Membox: Weaving Topic Continuity into Long-Range Memory for LLM Agents
Dehao Tao, Guoliang Ma, Yongfeng Huang +1
Long-term human-agent dialogues are organized by topic continuity: adjacent turns often develop the same goal, plan, problem, or event, while related activities may recur across di…
Guided Navigation in Knowledge-Dense Environments: Structured Semantic Exploration with Guidance Graphs
Dehao Tao, Guangjie Liu, Weizheng +2
While Large Language Models (LLMs) exhibit strong linguistic capabilities, their reliance on static knowledge and opaque reasoning processes limits their performance in knowledge i…
Fine-grained Stateful Knowledge Exploration: Effective and Efficient Graph Retrieval with Large Language Models
Dehao Tao, Congqi Wang, Feng Huang +3
Large Language Models (LLMs) have shown impressive capabilities, yet updating their knowledge remains a significant challenge, often leading to outdated or inaccurate responses. A…
ModelShield: Adaptive and Robust Watermark against Model Extraction Attack
Kaiyi Pang, Tao Qi, Chuhan Wu +3
Large language models (LLMs) demonstrate general intelligence across a variety of machine learning tasks, thereby enhancing the commercial value of their intellectual property (IP)…