Week of May 18, 2025

Mon May 19, 2025
11:00am to 12:00pm - ISEB1010 and https://uci.zoom.us/j/92670499118 - Distinguished Lectures
Bin Yu - (UC Berkeley)
PCS Uncertainty Quantification and Comparisons with Conformal Prediction

 

Data Science is central to AI and has driven most of the recent advances in biomedicine and beyond. Human judgment calls are ubiquitous at every step of the data science life cycle (DSLC): problem formulation, data cleaning, EDA, modeling, and reporting. Such judgment calls are often responsible for the “dangers” of AI by creating a universe of hidden uncertainties well beyond sample-to-sample uncertainty. To mitigate these dangers, veridical (truthful) data science is introduced based on three key principles: Predictability, Computability and Stability (PCS). The PCS framework (including documentation) unifies, streamlines, and expands on the ideas and best practices of statistics and machine learning. 

This talk showcases PCS uncertainty quantification (PCS-UQ) with applications to prediction including deep learning. It compares PCS-UQ and makes connections with Conformal Prediction (CP). Over a collection of 17 regression tabular datasets, 6 multi-class tabular datasets, and 4 deep learning datasets, PCS-UQ reduces the size of the prediction intervals or sets by around 20% on average when compared to the best CP method among the ones used by PCS-UQ, and has better subgroup coverages than CP overall.

4:00pm - RH 340P - Geometry and Topology
Yu-Shen Lin - (Boston University)
New Special Lagrangians in Calabi-Yau 3-Folds with Fibrations

Special Lagrangian submanifolds, introduced by Harvey and Lawson, are an important class of minimal submanifolds in Calabi-Yau manifolds. In this talk, I will explain common constructions of special Lagrangians and then a gluing construction of a special Lagrangian in Calabi-Yau manifolds with K3-fibrations when the K3-fibres are collapsing. Furthermore, these special Lagrangians converge to an interval or loop of the base of the fibration at the collapsing limit. This phenomenon is similar to holomorphic curves collapsing to tropical curves in special Lagrangian fibrations and is only a tip of the iceberg of the Donaldson-Scaduto conjecture. This is a joint work with Shih-Kai Chiu.

4:00pm to 5:00pm - RH 340N - Applied and Computational Mathematics
Eun-Jae Park - (Yonsei University)
Staggered Raviart-Thomas finite elements on polygonal meshes

The Staggered Discontinuous Galerkin (SDG) method is a class of finite element methods designed to solve partial differential equations while preserving local conservation properties and handling complex geometries. It employs a staggered mesh structure in which scalar and vector variables are discretized on distinct, yet overlapping, primal and dual meshes. This arrangement facilitates a natural enforcement of conservation laws and enables element-wise postprocessing for superconvergent approximations. The SDG framework supports high-order accuracy and geometric flexibility, making it well-suited for problems involving unstructured or polytopal meshes. Moreover, by decoupling the discretization of variables, the method enhances stability and allows for efficient hybridization, yielding compact global systems and connections to other modern finite element approaches such as hybridizable DG, weak Galerkin, and virtual element methods.

In this talk, we present connections between the stabilization-free polygonal element (SF-PE) and staggered discontinuous Galerkin (SDG) methods. By introducing a gradient reconstruction operator, the SDG method can be reformulated as a class of SF-PE methods. Thanks to this connection and some existing SF-PE methods, we first present a new family of polygonal SDG methods utilizing Raviart-Thomas mixed finite element spaces. The inf-sup stability and optimal convergence are proved. Next, with a simple modification of the loading term we are able to obtain globally $\vH(\div)$-conforming velocity fields. We also present a static condensation procedure for the SDG method for its efficient implementation, which can also be applied to the SF-PE methods due to the presented connection. The theoretical results are verified by numerical experiments.

4:00pm - RH 340P - Differential Geometry
Yu-Shen Lin - (Boston University)
New Special Lagrangians in Calabi-Yau 3-Folds with Fibrations

Special Lagrangian submanifolds, introduced by Harvey and Lawson, are an important class of minimal submanifolds in Calabi-Yau manifolds. In this talk, I will explain common constructions of special Lagrangians and then a gluing construction of a special Lagrangian in Calabi-Yau manifolds with K3-fibrations when the K3-fibres are collapsing. Furthermore, these special Lagrangians converge to an interval or loop of the base of the fibration at the collapsing limit. This phenomenon is similar to holomorphic curves collapsing to tropical curves in special Lagrangian fibrations and is only a tip of the iceberg of the Donaldson-Scaduto conjecture. This is a joint work with Shih-Kai Chiu.

 

Note: Special date, joint with Geometry and Topology Seminar.

Tue May 20, 2025
3:00pm to 4:00pm - RH 440R - Analysis
Hongyi Sheng - (UCSD)
Localized Deformations and Gluing Constructions in General Relativity

Joint with Differential Geometry seminar

 

Gluing constructions of initial data sets play an important role in general relativity. Earlier in 1979, Schoen-Yau used gluing constructions with conformal deformations as a crucial step in their proof of the famous positive mass theorem. Corvino later refined this approach by introducing localized deformations that preserve the manifold’s asymptotic structure.

In this talk, I will survey recent theorems on localized deformation and their applications regarding rigidity and non-rigidity type results. I then outline extensions of these results to manifolds with boundary, including asymptotically flat regions outside black-hole horizons, and conclude with a brief discussion of the analytic challenges that arise in this boundary setting.

3:00pm to 4:00pm - RH 440R - Differential Geometry
Hongyi Sheng - (UCSD)
Localized Deformations and Gluing Constructions in General Relativity

Gluing constructions of initial data sets play an important role in general relativity. Earlier in 1979, Schoen-Yau used gluing constructions with conformal deformations as a crucial step in their proof of the famous positive mass theorem. Corvino later refined this approach by introducing localized deformations that preserve the manifold’s asymptotic structure.

In this talk, I will survey recent theorems on localized deformation and their applications regarding rigidity and non-rigidity type results. I then outline extensions of these results to manifolds with boundary, including asymptotically flat regions outside black-hole horizons, and conclude with a brief discussion of the analytic challenges that arise in this boundary setting.

Wed May 21, 2025
3:00pm to 4:00pm - 510R Rowland Hall - Combinatorics and Probability
Yizhe Zhu - (USC)
Community Detection with the Bethe-Hessian

The Bethe–Hessian matrix, introduced by Saade, Krzakala, and Zdeborová (2014), is a Hermitian operator tailored for spectral clustering on sparse networks. Unlike the non-symmetric, high-dimensional non-backtracking operator, this matrix is conjectured to reach the Kesten–Stigum threshold in the sparse stochastic block model (SBM), yet a fully rigorous analysis of the method has remained open. Beyond its practical utility, this sparse random matrix exhibits a surprising phenomenon called "one-sided eigenvector localization" that has not been fully explained.

We present the first rigorous analysis of the Bethe–Hessian spectral method for the SBM and partially answer some open questions in Saade, Krzakala, and Zdeborová (2014).  Joint work with Ludovic Stephan.

Thu May 22, 2025
9:00am to 9:50am - Zoom - Inverse Problems
Apratim Dey - (Stanford University)
Optimal Vector Compressed Sensing (CANCELLED)

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

11:00am - RH 306 - Harmonic Analysis
Joris Roos - (University of Massachusetts Lowell)
Isoperimetric and Poincare inequalities on the Hamming cube

The talk will be about certain isoperimetric inequalities on
the Hamming cube near and at the critical exponent 1/2 and closely
related L^1 Poincare inequalities. The proofs involve some
Bellman-type functions and computer-assisted methods. This is joint
work with Polona Durcik and Paata Ivanisvili.

3:00pm to 4:00pm - RH306 - Number Theory
Joe Kramer-Miller - (Lehigh University)
On the diagonal and Hadamard grades of hypergeometric functions

Diagonals of multivariate rational functions are an important class of functions arising in number theory, algebraic geometry, combinatorics, and physics. For instance, many hypergeometric functions are diagonals as well as the generating function for Apery's sequence. A natural question is to determine the diagonal grade of a function, i.e., the minimum number of variables one needs to express a given function as a diagonal. The diagonal grade gives the ring of diagonals a filtration. In this talk we study the notion of diagonal grade and the related notion of Hadamard grade (writing functions as the Hadamard product of algebraic functions), resolving questions of Allouche-Mendes France, Melczer, and proving half of a conjecture recently posed by a group of physicists. This work is joint with Andrew Harder.

 

5:00pm to 6:00pm - ISEB 1010 - Colloquium
Reggie Wilson and Jesse Wolfson - (Fist and Heel Performance Group)
Dance and Mathematics

In this public talk, internationally acclaimed choreographer Reggie Wilson and math professor Jesse Wolfson will describe their decade+ collaboration exploring what math can do for dance and what dance can do for math.