ScrapMem: A Bio-inspired Framework for On-device Personalized Agent Memory via Optical Forgetting

Jiale Chang, Yuxiang Ren

Long-term personalized memory for LLM agents is challenging on resource-limited edge devices due to high storage costs and multimodal complexity. To address this, we propose ScrapM…