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cs.LG2024
Enhancing User Experience in On-Device Machine Learning with Gated Compression Layers
Haiguang Li, Usama Pervaiz, Joseph Antognini +4
On-device machine learning (ODML) enables powerful edge applications, but power consumption remains a key challenge for resource-constrained devices. To address this, developers of…
cs.LG2024
Dynamic Switch Layers For Unsupervised Learning
Haiguang Li, Usama Pervaiz, Michał Matuszak +4
On-device machine learning (ODML) enables intelligent applications on resource-constrained devices. However, power consumption poses a major challenge, forcing a trade-off between…