2 papers
cs.CL2026
CreaMem: A Scene-Aware Memory Architecture for Personalized Agents
Qixuan Sun, Yue Que, Bowei He +4
Long-term memory is a core capability for personalized LLM agents. To support it, existing memory systems organize information using various criteria such as topic segments or summ…
cs.AI2026
SCAFFOLD: Self-Improving Web Agents via Recursive Parametric Skill Abstraction
Bowei He, Xiaokun Zhang, Meng Ding +1
Web agents need to navigate visually rich, long-horizon interfaces that change across sites, yet most previous agents still learn each task in isolation and discard the procedural…