Thursday, July 27 |
07:00 - 08:45 |
Breakfast ↓ Breakfast is served daily between 7 and 9am in the Vistas Dining Room, the top floor of the Sally Borden Building. (Vistas Dining Room) |
09:00 - 10:00 |
Nicolas Garcia Trillos: Adversarial machine learning, clustered federated learning, and how the analysis of particle dynamics can help implementing them. ↓ Machine learning and its applications in AI have entered into a new stage in their development: while the use of AI algorithms is widespread and will continue expanding, it is imperative to ask how can we guarantee that as these algorithms penetrate into more domains of our lives they will also be sensitive to privacy concerns, make fair decisions, and be both reliable and robust to data corruption. Are we ready to certify when a given algorithm complies with specific requirements and behaves in the way it is intended to?
In this talk, I will discuss adversarial machine learning in supervised learning and clustered federated learning, two examples of ML settings where model accuracy is not the sole criterion for training learning systems. I will present novel approaches for the training of models in these two settings that rely on the use of particle dynamics and their analysis. Our solution to the first problem is inspired by the literature of gradient flows in the space of probability measures under the Wasserstein-Fisher-Rao geometry, and our solution to the second problem is inspired by the literature of consensus-based optimization. With this talk I hope to convey the multiple opportunities for mathematicians to participate in the conversation about pressing societal questions in the development of AI. (TCPL 201) |
10:00 - 10:30 |
Coffee Break (TCPL Foyer) |
10:30 - 11:30 |
Ruiwen Shu: Interaction energy minimizers on bounded domains ↓ I will discuss the behavior of interaction energy minimizers on bounded domains. When the interaction potential is more singular than Newtonian, the mass does not tend to concentrate on the boundary; when it is Newtonian or less singular, the mass necessarily concentrates on the boundary for purely repulsive potentials. We also draw a connection between bounded-domain minimizers and whole-space minimizers. (Online) |
11:30 - 13:00 |
Lunch ↓ Lunch is served daily between 11:30am and 1:30pm in the Vistas Dining Room, the top floor of the Sally Borden Building. (Vistas Dining Room) |
13:00 - 14:00 |
Aneta Wroblewska-Kaminska: Relative entropy method for hydrodynamic models. ↓ We show that weak solutions of degenerate compressible Navier-Stokes equations converge to the strong solutions of the pressureless Euler system with linear drag term, Newtonian repulsion and quadratic confinement. The proof is based on the relative entropy method using the artificial velocity formulation for the one-dimensional Navier-Stokes system. The result is based on the joint work with Jose A. Carrillo and Ewelina Zatorska.
Moreover we will shortly discuss how to obtain general nonlinear aggregation-diffusion models, including Keller-Segel type models with nonlinear diffusions, as relaxations from nonlocal compressible Euler type hydrodynamic systems via the relative entropy method. This result is based on the joint work with Jose A. Carrillo and Yinping Peng. (TCPL 201) |
14:00 - 15:00 |
Siming He: Enhanced dissipation and blow-up suppression in a chemotaxis-fluid system ↓ In this talk, we will present a coupled Patlak-Keller-Segel-Navier-Stokes (PKS-NS) system that models chemotaxis phenomena in the fluid. The system exhibits critical threshold phenomena. For example, if the total population of the cell density is less than 8π, then the solutions exist globally in time. Moreover, finite time blowup solutions exist if this population constraint is violated. We further show that globally regular solutions with arbitrary large cell populations exist. The primary blowup suppression mechanism is the shear flow mixing induced enhanced dissipation phenomena. (Online) |
15:00 - 15:30 |
Coffee Break (TCPL Foyer) |
15:30 - 16:30 |
Jan Peszek: Singular alignment dynamics ↓ I will present the latest results and ideas related to the micro- to meso- and macroscopic limit for singular alignment dynamics. This includes the heterogeneous gradient flows related to weakly singular alignment (joint with David Poyato, University of Granada) with matrix valued communication, and a monokineticity estimate for strongly singular alignment (joint with Michał Fabisiak, University of Warsaw). In particular, I will show that any weakly continuous solution to strongly singular Cucker-Smale kinetic equation is monokinetic. This information can be used to obtain (via direct micro- to macroscopic mean-field limit) existence of measure-valued solutions to the fractional Euler-alignment system in the whole space for general initial data admitting vacuum. (TCPL 201) |
16:30 - 17:30 |
Young-Pil Choi: ON THE EXISTENCE OF SOLUTIONS FOR THE VLASOV-ALIGNMENT MODEL WITH SINGULAR COMMUNICATION WEIGHTS ↓ In this talk, we discuss the existence theory for the Vlasov-alignment
model with singular communication weights φ(r) = r
−γ
. In the case γ ∈
(0, d), we show the local-in-time existence of weak solutions, and the unique-
ness is obtained for γ ∈ (0, d − 1]. We also consider the hypersingular com-
munication weight, where γ ∈ (d, d + 1/4), and establish the local-in-time
well-posedness for the Vlasov-alignment model . (Online) |
17:30 - 19:30 |
Dinner ↓ A buffet dinner is served daily between 5:30pm and 7:30pm in Vistas Dining Room, top floor of the Sally Borden Building. (Vistas Dining Room) |