Nature

Speed up integer-arithmetic-only inference via bit-shifting

Quantization is a widely adopted technique in model deployment as it offers a favorable trade-off between computational overhead and performance loss. Integer-arithmetic-only quantization is an ...
Nature

Automatic heterogeneous quantization of deep neural networks for low-latency inference on ...

With edge computing, real-time inference of deep neural networks (DNNs) on custom hardware has become increasingly relevant. Smartphone companies are incorporating artificial intelligence (AI) chips ...
Semiconductor Engineering

Neural Network Model Quantization On Mobile

The general definition of quantization states that it is the process of mapping continuous infinite values to a smaller set of discrete finite values. In this blog, we will talk about quantization in ...
The Manila Times

Nota AI Has Two MoE Quantization Papers Accepted at ICML 2026 Workshop, Demonstrating ...

Two papers on MoE-specific quantization algorithms accepted at a workshop held in conjunction with ICML 2026Recognition ...