Week of October 15, 2023

Mon Oct 16, 2023
4:00pm to 5:00pm - Zoom (https://uci.zoom.us/j/97796361534) - Applied and Computational Mathematics
Wei Zhu - (University of Massachusetts Amherst)
Symmetry-Preserving Machine Learning: Theory and Applications

Symmetry is ubiquitous in machine learning (ML) and scientific computing, with compelling implications for model development. Equivariant neural networks, specifically designed to preserve group symmetry, have shown marked improvements in learning tasks with inherent group structures, especially when faced with limited data. This talk will explore our recent and ongoing works in this field, divided into three key parts:

 

Part One: Deformation-Robust Symmetry Preservation
I will outline a general framework for creating deformation-robust, symmetry-preserving ML models. Central to this methodology is the spectral regularization of convolutional filters, a technique that ensures symmetry is "approximately" preserved, even if the symmetry transformation becomes "contaminated" by unavoidable nuisance data deformations.

 

Part Two: Structure-Preserving Generative Models
The second part will explain how structural information, including but not limited to group symmetry, can be incorporated into generative models. By developing variational representations of probability divergence with embedded structures, I will share both theoretical insights and empirical findings, emphasizing the considerable benefits of systematically employing structural priors within generative models.

 

Part Three: Implicit Bias of Equivariant Neural Networks
In the concluding segment, I will concentrate on the training dynamics and implicit bias of equivariant neural networks. By precisely identifying the solutions to which equivariant neural networks converge when trained under gradient flow, I will clarify why these models excel over their non-equivariant counterparts in group symmetric learning tasks.

4:00pm to 5:30pm - RH 340P - Logic Set Theory
Julian Eshkol - (UC Irvine)
Small large cardinals I

This is the first of a series of talks that start by introducing weakly compact cardinals, and goes to "super ineffable" cardinals.  It focusses on ineffability properties and the differences between "super ineffable" and "completely ineffable" cardinals.

Tue Oct 17, 2023
1:00pm to 2:00pm - RH 440R - Dynamical Systems
Alex Luna - (UC Irvine)
Stable Foliations of Hyperbolic Systems

We will give a survey of various results concerning the stable leaves of hyperbolic systems, particularly over smooth surfaces. We will discuss the regularity of foliations that the stable leaves form or can be included into. 

4:00pm - ISEB 1200 - Differential Geometry
Nathalie Rieger - (University of Zurich)
The transformation theorem for type-changing semi-Riemannian manifolds

In 1983 Hartle and Hawking put forth that signature type-change may be conceptually interesting, leading to the so-called no-boundary proposal for the initial conditions for the universe, which has no beginning because there is no singularity or boundary to the spacetime. But there is an origin of time. In mathematical terms, we are dealing with signature type-changing manifolds where a positive definite Riemannian region is smoothly joined to a Lorentzian region at the surface of transition where time begins.

We utilize a transformation prescription to transform an arbitrary Lorentzian manifold into a singular signature-type changing manifold. Then we prove the transformation theorem saying that locally the metric \tilde{g} associated with a signature-type changing manifold (M, \tilde{g}) is equivalent to the metric obtained from a Lorentzian metric g via the aforementioned transformation prescription. By augmenting the assumption by certain constraints, mutatis mutandis, the global version of the transformation theorem can be proven as well.

The transformation theorem provides a useful tool to quickly determine whether a singular signature type-changing manifold under consideration belongs to the class of transverse type changing semi-Riemannian manifolds.

Wed Oct 18, 2023
2:00pm to 3:00pm - 510R Rowland Hall - Combinatorics and Probability
Yizhe Zhu - (UCI)
Asymmetry helps: Non-backtracking spectral methods for sparse matrices and tensors

The non-backtracking operator is a non-Hermitian matrix associated with an undirected graph. It has become a powerful tool in the spectral analysis of random graphs. Recently, many new results for sparse Hermitian random matrices have been proved for the corresponding non-backtracking operator and translated into a statement of the original matrices through the Ihara-Bass formula. In another direction, efficient algorithms based on the non-backtracking matrix have successfully reached optimal sample complexity in many sparse low-rank estimation problems. I will talk about my recent work with the help of the non-backtracking operator. This includes the Bai-Yin law for sparse random rectangular matrices, hypergraph community detection, and tensor completion. 

Thu Oct 19, 2023
9:00am to 10:00am - Zoom - Inverse Problems
Daniela Calvetti - (Case Western Reserve University)
Group sparsity promotion via Bayesian hierarchical models in dictionary learning/coding

https://sites.uci.edu/inverse/

1:00pm - RH 306 - Harmonic Analysis
Joseph Slote - (Caltech)
A Dimension-free Remez Inequality

Remez-type inequalities bound the suprema of low-degree polynomials over some domain K by their suprema over a subset S of K. Existing multi-dimensional Remez inequalities bear constants with strong dependence on dimension. In this talk we will prove a dimension-free Remez-type estimate when K is the polydisc D^n and S is from a certain class of discrete subsets. As a direct consequence we also obtain a Bohnenblust-Hille-type inequality for products of cyclic groups, which in turn has consequences for learning algorithms. Based on joint work with Lars Becker, Ohad Klein, Alexander Volberg, and Haonan Zhang.

1:00pm to 1:50pm - RH 340N - Algebra
Abdourrahmane Kabbaj - (UCI)
On the existence of N-Koszul Artin-Schelter regular algebras

An important subclass of Artin-Schelter regular algebras that has gained lots of attention in recent years is the class of N-Koszul Artin-Schelter regular algebras. While structurally rich with many results in the literature applicable to the entire subclass, the only known examples of such algebras are either when N = 2, i.e. the algebra is Koszul, or when N = 3. Under a mild Hilbert series assumption, we rule out the existence of N-Koszul Artin-Schelter regular algebras for N even. Furthermore, we set restrictions on the possible global dimension for such algebras.

Fri Oct 20, 2023
1:00pm to 1:50pm - MSTB 124 - Graduate Seminar
Hamid Hezari - (UC Irvine)
Can one hear the shape of a drum?

 I am interested in eigenvalues and eigenfunctions of the Laplacian. One area that I have been active recently is the inverse spectral problem for plane domains. We would like to know whether the eigenvalues of the Laplacian of a bounded smooth domain determine the shape of the domain. I will report on recent developments in this area.