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Kiarash Jamali

4 accepted papers

2023

A Graph Neural Network Approach to Automated Model Building in Cryo-EM Maps

ICLR 2023poster

Electron cryo-microscopy (cryo-EM) produces three-dimensional (3D) maps of the electrostatic potential of biological macromolecules, including proteins. At sufficient resolution, the cryo-EM maps, along with some knowledge about the imaged molecules, allow de novo atomic modelling. Typically, this i…

2020

An Inductive Bias for Distances: Neural Nets that Respect the Triangle Inequality

ICLR 2020poster

Distances are pervasive in machine learning. They serve as similarity measures, loss functions, and learning targets; it is said that a good distance measure solves a task. When defining distances, the triangle inequality has proven to be a useful constraint, both theoretically---to prove convergenc…

Cited by 28SourcecodeScholar