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cs.LG2022
Vertical Layering of Quantized Neural Networks for Heterogeneous Inference
Hai Wu, Ruifei He, Haoru Tan +2
Although considerable progress has been obtained in neural network quantization for efficient inference, existing methods are not scalable to heterogeneous devices as one dedicated…
cs.IT2022
In-situ Model Downloading to Realize Versatile Edge AI in 6G Mobile Networks
Kaibin Huang, Hai Wu, Zhiyan Liu +1
The sixth-generation (6G) mobile networks are expected to feature the ubiquitous deployment of machine learning and AI algorithms at the network edge. With rapid advancements in ed…