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Diffusion Models for Attribution

Proceedings of the AAAI Conference on Artificial Intelligence
In high-stakes domains such as healthcare, finance, and law, the need for explainable AI is critical. Traditional methods for generating attribution maps, including white-box approaches relying on gradients and black-box techniques that perturb inputs, face challenges like gradient vanishing, blurred attributions, and computational inefficiencies.
Xiongren Chen   +8 more
openaire   +2 more sources

A Survey on Generative Diffusion Models

open access: yesIEEE Transactions on Knowledge and Data Engineering
Deep generative models have unlocked another profound realm of human creativity. By capturing and generalizing patterns within data, we have entered the epoch of all-encompassing Artificial Intelligence for General Creativity (AIGC). Notably, diffusion models, recognized as one of the paramount generative models, materialize human ideation into ...
Yilun Xu, Stan Z. Li, Guangyong Chen
exaly   +4 more sources

Diffuse sorption modeling

Journal of Colloid and Interface Science, 2009
This work presents a simple solution for the diffuse double layer model, applicable to calculation of surface speciation as well as to simulation of ionic adsorption within the diffuse layer of solution in arbitrary salt media. Based on Poisson-Boltzmann equation, the Gaines-Thomas selectivity coefficient for uni-bivalent exchange on clay, K(GT)(Me(2+)/
openaire   +2 more sources

Diffusion Models with Microstructure

Transport in Porous Media, 1991
Models of diffusion are presented which recognize the local geometry of individual cells or storage sites and the exchange of flux on the micro-scale of these cells. Such models have been obtained by homogenization, but here we indicate stronger existence-uniqueness results of “parabolic” type can be obtained directly.
openaire   +1 more source

Diffusion Models in Vision: A Survey

IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023
Mubarak Ali Shah   +2 more
exaly  

Effect of non-isothermal adsorption model on gas diffusion in coal particle

Chemical Engineering Journal, 2023
Chenhui Wei, Shuyuan Liu
exaly  

Lineage Diffusion Models

2025 59th Asilomar Conference on Signals, Systems, and Computers
Bahman Moraffah, Raha Moraffah
openaire   +2 more sources

The solution-diffusion model: a review

Journal of Membrane Science, 1995
R W Baker
exaly  

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