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

ScrapMem: A Bio-inspired Framework for On-device Personalized Agent Memory via Optical Forgetting arXiv:2605.03804v2 Announce Type: replace Abstract: 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 ScrapMem, a framework that integrates multimodal data into "Scrapbook Page." ScrapMem introduces Optical Forgetting, an optical compression mechanism that progressively reduce