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Published in arXiv preprint, 2025
A survey of matrix completion methods, covering theoretical guarantees, algorithmic approaches, and empirical performance across passive and adaptive sampling regimes.
Recommended citation: Leo Villani. (2025). "Matrix Completion Survey: Theory, Algorithms, and Empirical Evaluation." arXiv:2512.08689.
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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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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, 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, UC Berkeley, 2024
Hi, I’m Leo Villani. Here are the resources I use / mention in discussion section this summer!