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  1. Demo: Modality-Aware Long-Term Memory Acquisition for On-Device Mobile Personal Agents
  2. Benchmarking Memory Architectures for Mobile Agents in Short-Term and Long-Term Applications
  3. Demo Abstract: An LLM-Powered Multimodal Mobile Sensing System for Personalized and Interactive Health Behavior Analysis