Search Results for author: Charles Wang Wai Ng

Found 3 papers, 2 papers with code

Learning from Emergence: A Study on Proactively Inhibiting the Monosemantic Neurons of Artificial Neural Networks

no code implementations17 Dec 2023 Jiachuan Wang, Shimin Di, Lei Chen, Charles Wang Wai Ng

We validate our conjecture that monosemanticity brings about performance change at different model scales on a variety of neural networks and benchmark datasets in different areas, including language, image, and physics simulation tasks.

SSIN: Self-Supervised Learning for Rainfall Spatial Interpolation

1 code implementation27 Nov 2023 Jia Li, Yanyan Shen, Lei Chen, Charles Wang Wai Ng

Inspired by the Cloze task and BERT, we fully consider the characteristics of spatial interpolation and design the SpaFormer model based on the Transformer architecture as the core of SSIN.

Self-Supervised Learning Spatial Interpolation

Noise2Info: Noisy Image to Information of Noise for Self-Supervised Image Denoising

1 code implementation ICCV 2023 Jiachuan Wang, Shimin Di, Lei Chen, Charles Wang Wai Ng

However, such a method is highly sensitive to the standard deviation \sigma_n of noises injected to clean images, where \sigma_n is inaccessible without knowing clean images.

Image Denoising

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