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Multimodal wearable systems must remain reliable when sensor streams become noisy or unavailable. Existing multimodal test-time adaptation (TTA) methods often assess reliability online, but cross-modal agreement can be misleading when sensors measure different physical processes, and evaluating alternative modality con...
AID, Automated IPI Detection, a data-driven system that continuously logs unauthorized access and suspicious behaviors on smartphones is presented, demonstrating AID's potential as an evidence-support tool that complements current clinic-based interpretation and safety-planning.
PELM is presented, a solution that augments traditional DVFS processor frequency tuning with two additional workload-specific knobs: speculative decoding and variable verification depth to expand the optimization space to multiple dimensions for more power efficient on-device LLM inference.
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