Abstract: We propose a novel supervised dictionary learning framework for text classification, integrating the Lempel-Ziv-Welch (LZW) algorithm for data compression and dictionary construction. This ...

Abstract: In this study, we introduce an innovative signal to interference and noise ratio (SINR) time sequence feedback scheme based on vector quantization variational autoencoder (VQ-VAE). We ...

This article provides a technical analysis of proteomics data formats, exploring mzML, mzIdentML, and the evolution of ...

Delta is a production-ready lossless compression system that reduces the computational and economic cost of LLM inference by eliminating redundancy in input sequences before they reach the model. It ...