2025
MemInsight: Autonomous Memory Augmentation for LLM Agents
EMNLP 2025
Large language model (LLM) agents have evolved to intelligently process information, make decisions, and interact with users or tools. A key capability is the integration of long-term memory capabilities, enabling these agents to draw upon historical interactions and knowledge. However, the growing