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cs.LG2025
Chorus: Harmonizing Context and Sensing Signals for Data-Free Model Customization in IoT
Liyu Zhang, Yejia Liu, Kwun Ho Liu +2
A key bottleneck toward scalable IoT sensing is efficiently adapting trained AI models to new deployment conditions. Context shifts, such as changes in sensor placement or ambient…
cs.CV2025★ 1 cited
MMEdge: Accelerating On-device Multimodal Inference via Pipelined Sensing and Encoding
Runxi Huang, Mingxuan Yu, Mingyu Tsoi +1
Real-time multimodal inference on resource-constrained edge devices is essential for applications such as autonomous driving, human-computer interaction, and mobile health. However…