IEEE

SQ-GAN: Semantic Image Communications Using Masked Vector Quantization

Abstract: This work introduces Semantically Masked Vector Quantized Generative Adversarial Network (SQ-GAN), a novel approach integrating semantically driven image coding and vector quantization to ...
IEEE

Bit-serial Acceleration of LLM Inference with Mixture-of-Datatype Quantization

Abstract: Large language models (LLMs) have achieved significant breakthroughs on machine learning tasks. Yet the substantial memory footprint of LLMs significantly hinders their wide deployment. In ...