Natália Gubiani Rampon

Federal University of Rio Grande do Sul, Brazil

Natália Gubiani Rampon is a computer engineer from Brazil researching AI ethics and data privacy. Her work focuses on applying machine unlearning techniques to neural networks, ensuring personal data can be efficiently erased in compliance with privacy regulations.

the artwork

Todos que são alguém

Portuguese - Everyone who is anyone - 2026 - digital

audio commentary

In this artwork, I show how an AI’s representation of a person’s face changes after a machine unlearning algorithm is applied. The result is recognizable as a human face, but no longer identifiable as a specific individual. I carved holes into the image to represent the knowledge lost in this process. I filled these voids with pictures of amethysts (a gemstone abundant in Ametista do Sul, near my hometown in Brazil) symbolizing the space left behind by memory.

Natália Gubiani Rampon

Change in a model’s representation of a person’s face

mathematics in Brazilian culture

Born in Recife in the 1920s, the cobogó architecture fuses passive cooling with tessellation. Each hollow brick acts as a discrete module whose geometry carves sunlight and channels breeze to naturally regulate temperature. Arranged on a structural grid, simple spatial rotations yield an infinite repeating pattern in tiling. This interplay transforms static masonry into beautiful patterns that generate shade, reduce thermal load, and turn passing light into a living geometric shadow within building interiors.

Natália Gubiani Rampon