# Colloquiums, talks and general paper collections ## Materials Colloquiums ### 240409: Meta-material (mainly mechanically) inverse design assisted with machine learning techniques. Work by [Prof. Dr. Dennis Kochmann](https://imes.ethz.ch/the-institute/people/prof-dr-dennis-kochmann.html). The main idea of the paper is training two models from FEM -> property -> FEM. The work is shown in [[Inverse-designed spinodoid metamaterials]]. A more recent work is [[Inverse design of nonlinear mechanical metamaterials via video denoising diffusion models]], which used diffusion model and generate amazingly good stress distribution profile.