19 citations · 53 across the 27 of their papers we have counts for
3 papers · 1 filter
Hierarchically branched diffusion models leverage dataset structure for class-conditional generation
Alex M. Tseng, Max Shen, Tommaso Biancalani +1
Class-labeled datasets, particularly those common in scientific domains, are rife with internal structure, yet current class-conditional diffusion models ignore these relationships…
A 3D-Shape Similarity-based Contrastive Approach to Molecular Representation Learning
Austin Atsango, Nathaniel L. Diamant, Ziqing Lu +3
Molecular shape and geometry dictate key biophysical recognition processes, yet many graph neural networks disregard 3D information for molecular property prediction. Here, we prop…
Conditional Diffusion with Less Explicit Guidance via Model Predictive Control
Max W. Shen, Ehsan Hajiramezanali, Gabriele Scalia +4
How much explicit guidance is necessary for conditional diffusion? We consider the problem of conditional sampling using an unconditional diffusion model and limited explicit guida…