emg

Preload (YC F26) announced synchronized egocentric video, EMG, and tactile data collection for robot manipulation, VLAs, and world models, offering end-to-end robotic data collection at scale.

This paper presents a learning-based framework that models individual scorer behavior via confusion matrices to derive more robust sleep stage labels from multiple experts, improving accuracy on DOD-H and DOD-O datasets.