Fig. 1: MEM-based ubiquitous memory palace workflow and its instantiation on mobile devices.
From: Ubiquitous memory augmentation via mobile multimodal embedding system

MEM encodes multimodal data streams into a unified embedding space. These embeddings support downstream tasks such as cross-modality search and retrieval-augmented generation. We instantiate MEM-based ubiquitous memory palace on mobile devices with an emphasis on resource-efficient offline embedding to optimize throughput, memory, and energy consumption.