IEEE

Low-Rank Tensor Function Representation for Multi-Dimensional Data Recovery

Abstract: Since higher-order tensors are naturally suitable for representing multi-dimensional data in real-world, e.g., color images and videos, low-rank tensor representation has become one of the ...
IEEE

PDE denoising of MR diffusion tensor imaging data

Abstract: In diffusion tensor imaging tracktography, the noise level in diffusion weighted images has direct impact on the accuracy of diffusion tensor orientation which is usually used as local fiber ...
GitHub

Tensor train and Ring optimisation inference contractors tensorised LLM

This repository provides a PyTorch implementation for accelerating deep learning models, focusing on Natural Language Processing (NLP), through tensor decomposition techniques. It specifically ...
GitHub

WDNO: Wavelet Diffusion Neural Operator (ICLR 2025)

We introduce Wavelet Diffusion Neural Operator (WDNO), a novel method for generative PDE simulation and control, to address diffusion models' challenges of modeling system states with abrupt changes ...