Caroline Davis (Indiana University)
Global Combinatorics of Per_n(0) Curves abstract
Abstract:
The moduli space of quadratic rational maps is isomorphic to C^2, and since the 80s the program has been to understand the dynamically natural 1-D subvarieties. The classic example is Per_n(0), the variety consisting of quadratic rational maps with a marked critical n-cycle. In this talk we introduce these curves and then spell out how the combinatorics of the Mandelbrot set can provide a path towards understanding the global structure of Per_n(0) and answering open questions such as irreducibility.
10:30 • Université de Genève, Conseil Général 7-9, Room 1-05
Nicola Guglielmi (GSSI L\'Aquilla)
On the contractivity of neural differential equations abstract
Abstract:
Nicola Guglielmi, Arturo De Marinis, Anton Savostianov, Stefano Sicilia, Francesco Tudisconicola.guglielmi@gssi.itGSSI - Gran Sasso Science Institute, Viale Francesco Crispi 7, L’Aquila, 67100, ItalyNeural ODEs [1] are ordinary differential equations whose vector field is a neural network.As all neural networks, neural ODEs are vulnerable to adversarial attacks, i.e. imperceptibleperturbations, added to the inputs of a neural network, designed in such a way that the outputis affected by large perturbations. For this it is important to make neural ODEs contractive(see e.g [2]). In this talk we propose a novel methodology to solve a key eigenvalue optimizationproblem which arises in the contractivity analysis of neural ODEs. More specifically we look atcontractivity properties of a one layer weight-tied neural ODEx˙(t) = σ(Ax(t) + b), t ∈ [0, T], (1)where x : [0, T] → Rn is the feature vector evolution function, A ∈ Rn,n and b ∈ Rn are theparameters, and σ : R → R is the activation function, assumed to be smooth and such thatσ′(R) ⊂ [m, 1], with 0 < m ≤ 1. (σ : R → R+ denotes an activation function and for a vectorz ∈ Rn, σ(z) ∈ Rn has to be interpreted entry-wise). To this aim we are led to study thelogarithmic norm of a set of products of type DA, where D is a diagonal matrix such thatdiag(D) ∈ σ′(Rn).We propose a two-level nested methodology to solve this optimization problem and extend itto the general multilayer - and possibly time-dependent - casex˙(t) = σ (Ak(t). . . σ (A1(t)x(t) + b1(t)). . . + bk(t)).To illustrate our methodology, we propose several numerical examples, including the stabilizingperformance on a one-layer neural ODE applied to the classification of the MNIST handwrittendigits dataset.
14:00 • Université de Genève, Conseil Général 7-9, Room 1-05
Ilya Smirnov
Title T.B.A.
14:15 • EPF Lausanne
Katrin Wehrheim (UC Berkeley)
Building blocks for the symplectic (A_infty,2)-category - part 1. NOTE SPECIAL DAY and TIME, and SPECIAL ROOM!
15:00 • ETH Zentrum, Rämistrasse 101, Zürich, Building HG, Room F 26.3
Prof. Dr. Daniele Valtorta (Università degli Studi di Milano)
Title T.B.A.
15:15 • ETH Zentrum, Rämistrasse 101, Zürich, Building HG, Room G 43
Aleksandr Trufanov (UNIGE)
Highest-weight vectors and three-point functions in GKO coset decomposition abstract
Abstract:
Goddard Kent Olive coset construction is one of the most basic and important constructions in the theory of vertex algebras. This construction can be viewed as an affine analog of the decomposition of tensor product of representations of sl(2). We find the formulas for highest weight vectors and their norms in coset decomposition. We also derive formulas for matrix elements of natural vertex operators between these vectors. Due to the AGT relation, these relations are equivalent to blowup relations on Nekrasov partition functions with the presence of the surface defect. These relations can be used to prove Kyiv formulas for the Painlevé tau-functions (following Nekrasov’s method). The other important application is the calculation of the Selberg-type integrals of the particular type. The talk is based on work https://arxiv.org/abs/2404.14350 joint with M. Bershtein and B. Feigin.
15:30 • Université de Genève, Conseil Général 7-9, Room 1-07
Nathaniel Bottman (Max Planck Institute for Mathematics, Bonn)
Building blocks for the symplectic (A_infty,2)-category - part 2. NOTE SPECIAL DAY and TIME, and SPECIAL ROOM!
16:00 • ETH Zentrum, Rämistrasse 101, Zürich, Building HG, Room F 26.3
Enrique Zuazua
Control and Machine Learning abstract
Abstract:
In this lecture, we will discuss recent results from our group that explore the relationship between control theory and machinevlearning, specifically supervised learning and universal approximation. We will take a novel approach by considering the simultaneous control of systems of Residual Neural Networks (ResNets). Each item to be classified corresponds to a different initial datum for the ResNet\'s Cauchy problem, resulting in an ensemble of solutions to be guided to their respective targets using the same control.We will introduce a nonlinear and constructive method that demonstrates the attainability of this ambitious goal, while also estimating the complexity of the control strategies. This achievement is uncommon in classical dynamical systems in mechanics, and it is largely due to the highly nonlinear nature of the activation function that governs the ResNet dynamics. This perspective opens up new possibilities for developing hybrid mechanics-data driven modeling methodologies.Throughout the lecture, we will also address some challenging open problems in this area, providing an overview of the exciting potential for further research and development.
16:30 • UZH Zentrum, Building KO2, Room F 150
Prof. Dr. Jürg Kramer (Humboldt Universität zu Berlin)
A complementary Koecher principle abstract
Abstract:
It is a well-known fact that holomorphic functions extend across subsets ofcodimension 2. Restricting to the subclass of Siegel modular forms, the Koecherprinciple states that these functions even extend holomorphically across the1-codimensional boundary of a (toroidal) compactication of the underlyingSiegel modular variety provided its complex dimension is greater than 1. As adirect consequence of this principle, Siegel modular forms possess a convergentFourier{Jacobi expansion. Surprisingly, it turns out that also the converse holds,i. e., a formal Fourier{Jacobi expansion gives rise to a Siegel modular form and isthus automatically convergent. We will report about
17:15 • Université de Fribourg, room Phys 2.52
Rafael Andrist (University of Ljubljana)
Pseudoconvex domains have connected boundary abstract
Abstract:
Pseudoconvex domains are well known in complex analysis as the domains of existence for holomorphic functions. They can be characterized by their intrinsic geometry, in particular by the existence of a Morse exhaustion function that is plurisubharmonic. We show that the boundary of a bounded pseudoconvex domain is always connected (except for complex dimension 1) as a direct consequence of its intrinsic geometry. The proof extends to bounded J-pseudoconvex domains in almost complex manifolds too.
17:15 • Universität Bern, Sidlerstrasse 5, 3012 Bern, Lecture Room B6