Abstract: This paper studies the impact of quantization in integrate-and-fire time encoding machine (IF-TEM) sampler used for bandlimited (BL) and finite-rate-of ...
LatticeQuant E₈ Lattice Quantization with Entropy Coding for LLM KV Cache Compression LatticeQuant is a research framework for KV cache compression in large language models, combining lattice ...
Service providers must optimize three compression variables simultaneously: video quality, bitrate efficiency/processing power and latency ...
Forbes contributors publish independent expert analyses and insights. Aytekin Tank is the founder and CEO of Jotform. Vibe coding agents like Claude Code are generating more than a lot of code right ...
Abstract: In recent years, extreme quantization methods-particularly one-bit quantization-have garnered significant attention in signal processing and data acquisition systems. While one-bit ...
This repository contains Python scripts to compute efficiency metrics of data availability sampling schemes. The code given here has been used in this and this paper. Note: The parameters that this ...
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