3 citations · 3 across the 2 of their papers we have counts for
3 papers
cs.CV2024
Fixed Point Diffusion Models
Xingjian Bai, Luke Melas-Kyriazi
We introduce the Fixed Point Diffusion Model (FPDM), a novel approach to image generation that integrates the concept of fixed point solving into the framework of diffusion-based g…
cs.CV2021
Do You Even Need Attention? A Stack of Feed-Forward Layers Does Surprisingly Well on ImageNet
Luke Melas-Kyriazi
The strong performance of vision transformers on image classification and other vision tasks is often attributed to the design of their multi-head attention layers. However, the ex…
cs.LG2020★ 3 cited
The Mathematical Foundations of Manifold Learning
Luke Melas-Kyriazi
Manifold learning is a popular and quickly-growing subfield of machine learning based on the assumption that one's observed data lie on a low-dimensional manifold embedded in a hig…