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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
Part Two: Structure-Preserving Generative Models
Part Three: Implicit Bias of Equivariant Neural Networks |
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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. |
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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. |
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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. |
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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. |
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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 |
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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. |
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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. |
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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. |
