2026
Darwinian Memory: A Training-Free Self-Regulating Memory System for GUI Agent Evolution
ICML 2026poster
Multimodal Large Language Model (MLLM) agents facilitate Graphical User Interface (GUI) automation but struggle with long-horizon, cross-application tasks due to limited context windows. While memory systems provide a viable solution, existing paradigms struggle to adapt to dynamic GUI environments,…