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The Geometry of Creativity: Semantic Null-Space Sampling for Generative Models

Published in Conference submission (under review), 2026

We study creativity in generative models through a geometric lens, introducing semantic null-space sampling as a principled way to generate novel yet semantically consistent outputs post-hoc.

Recommended citation: Leo Villani. (2026). "The Geometry of Creativity: Semantic Null-Space Sampling for Generative Models." Conference submission.
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teaching

Math 1B

Math 1B, UC Berkeley, 2023

Hi, I’m Leo Villani. Here are the resources I use / mention in discussion section this semester. :D

Math 1B

Math 1B, UC Berkeley, 2024

Hi, I’m Leo Villani. Here are the resources I use / mention in discussion section this spring!
(I also taught this course in Fall 2023 see below).

Math W54

Math W54, UC Berkeley, 2024

Hi, I’m Leo Villani. Here are the resources I use / mention in discussion section this summer!