"Historical citations verified (LLM.int8 NeurIPS 2022, GPTQ ICLR 2023, AWQ MLSys 2024, SmoothQuant ICML 2023, QuaRot NeurIPS 2024, SpinQuant ICLR 2025)", "reviewer ...
Abstract: In image forensics, quantization step estimation plays a crucial role in revealing the JPEG compression history. This study focuses on the estimation for images that have been JPEG ...
Abstract: This article is concerned with the problem of stabilizing continuous-time linear time-invariant (LTI) systems subject to quantization and denial-of-service (DoS) attacks. In this context, ...
This repository contains the training code of N2UQ introduced in our CVPR 2022 paper: "Nonuniform-to-Uniform Quantization: Towards Accurate Quantization via Generalized Straight-Through Estimation" In ...
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