Large Foundation Model and Decision Intelligence

Foundations and Algorithms of Large Language Models.- Differential Private Federated Learning with Gradient-Aware Dynamic Personalization.- Semantic-Attention Decoupling for Enhanced Controllability in Diffusion Models.- Anchor-based Selective Unlearning for Case-level Forgetting in Domain-specific LLMs.- Attention Mechanism in Large-Model Architectures: A Survey.- Intelligent Decision-Making and Multi-Agent Systems.- Multi-UAV Collaborative Decision-Making Control Method Based on Deep Reinforcement Learning.- A LLM-powered dynamic incentive collaborative MARL framework.- Research on Air Target Combat Intention Prediction Based on TSAFNet-GA.- A Countermeasure Strategy Generation Method Based on Task Focus Drift Analysis.- Simulation Deduction and Evaluation with Multi-Agent Collaboration.- Embodied-AI with Large Models Research and Challenges.- EnerAgentic¿Multi-Agent Large Language Models for Assisting Scientific Research Tasks in Integrated Energy Systems.- DECIS: LLM-Based Value Assessment Framework for Targets.- A Multi-Agent Collaborative Optimization Framework for Integrated Energy System Scheduling.- Flexible Multi-Timescale Optimization of Heterogeneous Equipment in Electro-Thermal-Hydrogen Energy Supply Systems for Chemical Industrial Parks.