Large language models (LLMs) aren’t actually giant computer brains. Instead, they are massive vector spaces in which the probabilities of tokens occurring in a specific order is encoded. Billions of ...

This paper discusses three basic blocks for the inference of convolutional neural networks (CNNs). Pyramid Vector Quantization [1] (PVQ) is discussed as an effective quantizer for CNNs weights ...

Abstract: Vector-Quantization (VQ) generative models like VQGAN have been widely employed in blind image restoration (BIR) methods to learn powerful high-quality (HQ) priors. However, the ...

New Open-Source Software Enables Flexible Balancing of Capacity and Performance Based on User Needs and Environment Tokyo--(ANTARA/Business Wire)-- In an ongoing effort to improve the usability of AI ...