GitHub

LQER: Low-Rank Quantization Error Reconstruction for LLMs

LQER runs a high-rank low-precision GEMM and a group of low-rank high-precision GEMMs in parallel to push the limitation of lossless LLM PTQ. The DeepWok Lab, is an ML research group led by Dr. Aaron ...
IEEE

Sinewave Fitting Based on Quantization Codes and Threshold Levels

Abstract: This article illustrates a method for measuring the parameters of a sinewave using information about both the codes and threshold levels in a quantizer. It is shown that by adding knowledge ...
GitHub

[ICCV 2025] D³QE: Learning Discrete Distribution Discrepancy-aware Quantization Error for Autoregressive-Generated Image Detection

Integrates dynamic codebook frequency statistics into a transformer attention module. Fuses semantic image features with latent representations of quantization ...
IEEE

A Neural Network-Based ADC Calibration Framework via Quantization Code Reconstruction

Abstract: This article proposes a neural network (NN)-based calibration framework via quantization code reconstruction to address the critical limitation of multidimensional NNs (MDNNs) in ...