LastAct
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LastAct: Trajectory-Guided Latest-Activity Localization for Real-Time Smart-Home Activity Recognition
arXiv:2606.00260v2 Announce Type: replace Abstract: Human Activity Recognition (HAR) from ambient sensors enables smart-home applications such as health monitoring and assisted living. In realistic deployments, however, sensor events arrive as a continuous stream and activity boundaries are unknown. Sliding-window inference therefore produces many windows that straddle transitions and contain mixed activities, creating boundary contamination that violates the pre-segmented instance...