3 papers
cs.AI2026
MAFIG: Multi-agent Driven Formal Instruction Generation Framework
Shixing Zhao, Zheng Si, Pengpeng Ouyang +5
Emergency situations in scheduling systems often trigger local functional failures that undermine system stability and even cause system collapse. Existing methods primarily rely o…
cs.CR2025
Semantic Encryption: Secure and Effective Interaction with Cloud-based Large Language Models via Semantic Transformation
Dong Chen, Tong Yang, Feipeng Zhai +5
The increasing adoption of Cloud-based Large Language Models (CLLMs) has raised significant concerns regarding data privacy during user interactions. While existing approaches prim…
cs.LG2025
FAF: A Feature-Adaptive Framework for Few-Shot Time Series Forecasting
Pengpeng Ouyang, Dong Chen, Tong Yang +3
Multi-task and few-shot time series forecasting tasks are commonly encountered in scenarios such as the launch of new products in different cities. However, traditional time series…