Why do computers only work with the numbers 0 and 1? There are machines that process three digits with more efficiency than ...

It should probably come as no surprise to anyone that the images which we look at every day – whether printed or on a display – are simply illusions. That cat picture isn’t ...

Forecasting electricity demand in buildings is now more accurate with Group Encoding (GE), a new method that uses only ...

However, maintaining accuracy and efficiency simultaneously is challenging due to the presence of outliers. Moreover, low-bit quantization tends to deteriorate accuracy due to its limited precision.

To this end, this paper introduces a resource-friendly post-training integer-nesting quantization, i.e., NestQuant, for on-device quantized model switching on IoT devices. The proposed NestQuant ...