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Enabling On-Device Smartphone GPU basedTraining: Lessons Learned…
https://mobile-systems.cl.cam.ac.uk/papers/perfail22.pdf4 Feb 2022: After successfully implementing the op-timizations, the optimized GPU kernels show speedups (40and 70 GFLOPs) over CPU (15 and 30 GFLOPs) on OnePlus 6 and One Plus 8 Pro. -
Mobile Health with Head-Worn Devices: Challenges and Opportunities
https://mobile-systems.cl.cam.ac.uk/papers/earable-survey22.pdf5 Sep 2022: Power consumption, latency, on-device processingversus offloading trade-offs, privacy, as well as dedicated op-erating systems (OS), and OS-level sensor scheduling shouldall be thoroughly investigated. -
YONO: Modeling Multiple Heterogeneous Neural Networks on…
https://mobile-systems.cl.cam.ac.uk/papers/ipsn22.pdf7 Mar 2022: After that, we present our novel network op-timization process to ensure the performance of the compressednetworks remain close to original models (2.4). ... On top of that,based on an observation (detailed in 2.5), we further propose op-timization
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