Develops a new framework for analyzing sequential decision-making problems using information theory.
arXiv research
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New tighter bounds for learning algorithms from Steinke & Zakynthinou's supersample setting.
The paper establishes bounds for transductive learning using information theory.
New bounds derived using conditional -information for machine learning models.
Meta-learning bound uses conditional mutual information.
Hierarchical Federated Learning bounds generalize using Wasserstein distance.
Artificial neural network training with stochastic gradient descent can be destabilized by "bad batches" with high losses. This is often problematic for training with small batch sizes, high order loss functions or unstably high learning rates. To stabilize learning, we have developed adaptive learning rate clipping (A…
This work analyzes generalization in federated learning using information theory.
This paper analyzes multi-view learning using information theory to improve generalization.
The study sets limits on how well halfspaces can be learned when labels are corrupted.
We construct non-constructible simplicial -spheres with vertices and non-constructible, non-realizable simplicial -balls with vertices for .
A method to construct fractal surfaces by recurrent fractal curves is provided. First we construct fractal interpolation curves using a recurrent iterated functions system(RIFS) with function scaling factors and estimate their box-counting dimension. Then we present a method of construction of wider class of fractal su…
Modified curve shortening flow constructs -Angenent curve.
Article constructs coassociative submanifolds in Joyce's -manifolds.
The twist construction is a geometric model of T-duality that includes constructions of nilmanifolds from tori. This paper shows how one-dimensional foliations on manifolds may be used in a shear construction, which in algebraic form builds certain solvable Lie groups from Abelian ones. We discuss other examples of geo…
We describe various constructions in Sasakian geometry. First we generalize the join construction of the first two authors to arbitrary Sasakian manifolds. We then give several examples, including ones which prove the existence of Sasakian-Einstein metrics on manifolds homeomorphic to Then we use a gen…
Recently, there has been emerging interest in constructing reproducing kernel Banach spaces (RKBS) for applied and theoretical purposes such as machine learning, sampling reconstruction, sparse approximation and functional analysis. Existing constructions include the reflexive RKBS via a bilinear form, the semi-inner-p…
We construct bi-invariant total orderings of residually torsion-free nilpotent groups by using Chen's iterated integrals. This construction can be seen as a generalization of the Magnus ordering of the free groups, and equivalent to the classical construction which uses an iteration of central extensions. Our geometric…
The paper constructs infinitely many surfaces with specific mean curvature.
Explains a 1978 construction for Yang-Mills instantons.
We construct several non-trivial examples of CAT(1) spaces by using the idea of free construction.
We study the performance of the adaptive construction scheme for a Bayesian inference on the Quadratic GARCH model which introduces the asymmetry in time series dynamics. In the adaptive construction scheme a proposal density in the Metropolis-Hastings algorithm is constructed adaptively by changing the parameters of t…
New pseudomodular groups constructed from jigsaw construction.
Study constructs associative submanifolds in -manifolds from orbifolds.
Test-asset construction affects factor model performance.
We introduce the cutting construction of possibly non-compact symplectic toric manifolds, in particular, toric symplectic cones that correspond to a weakly convex good cone. Since the symplectization of a toric contact manifold is a toric symplectic cone, we can also construct toric contact manifolds that correspond to…
Extends knot surgery to exotic four-manifolds.
We construct calibrated submanifolds of R^7 and R^8 by viewing them as total spaces of vector bundles and taking appropriate sub-bundles which are naturally defined using certain surfaces in R^4. We construct examples of associative and coassociative submanifolds of R^7 and of Cayley submanifolds of R^8. This construct…
Researchers match complex affine structures in mirror constructions.
The paper constructs solutions to a critical Dirac equation on spheres.
In this paper, we construct the index bundle gerbe of a family of self-adjoint Dirac-type operators, refining a construction of Segal. In a special case, we construct a geometric bundle gerbe called the caloron bundle gerbe, which comes with a natural connection and curving, and show that it is isomorphic to the analyt…
Two constructions link path geometries to almost Grassmann structures.
Constructs subvarieties in translation surface strata using combinatorial input.
Springer varieties appear in both geometric representation theory and knot theory. Motivated by knot theory and categorification Khovanov provides a topological construction of Springer varieties. We extend Khovanov's construction to all two-row Springer varieties. Using the combinatorial and diagrammatic …
Constructs harmonic maps between special geometric shapes.
This is the second paper in a series of papers aimed at providing a geometric construction of modular functors and topological quantum field theories from conformal field theory building on the constructions in [TUY] and [KNTY]. We give a geometric construct of a modular functor for any simple Lie-algebra and any level…
We give an algebro-geometric construction of some of the non-arithmetic ball quotients constructed by the author, Parker and Paupert. The new construction reveals a relationship between the corresponding orbifold fundamental groups and the automorphism group of the Klein quartic, and also with groups constructed by Bar…
We constructed physically stable sp2 negatively curved cubic carbon structures which reticulate a Schwarz P-like surface. The method for constructing such crystal structures is based on the notion of the standard realization of abstract crystal lattices. In this paper, we expound on the mathematical method to construct…
Paper proposes NNAFC for automatic financial factor construction.
The article consists of the Russian and English variants of Ph.D. Thesis in which the answers is given on the following questions: 1. how to construct the spinor formalism for n=6; 2. how to construct the spinor formalism for n=8; 3. how to prolong the Riemannian connection from the tangent bundle into the spinor one w…
Constructs surfaces with specific topologies and curvatures.
Geometric model for Hodge filtered complex cobordism constructed.
Unified framework for constructing nonconvex sparse recovery methods.
We construct a class of compact ancient solutions to the mean curvature flow in Euclidean space with high codimension. In particular, we construct higher codimensional ancient curve shortening flows. Moreover, we characterize the asymptotic behavior of these solutions. Add on remark: the construction in this paper has …
Constructs Lepage equivalents for arbitrary-order Lagrangians.
The study constructs and shows isotopy of high-dimensional Legendrian spheres.
We give a general procedure for gluing together possibly noncompact manifolds of constant scalar curvature which satisfy an extra nondegeneracy hypothesis. Our aim is to provide a simple paradigm for making `analytic' connected sums. In particular, we can easily construct complete metrics of constant positive scalar cu…
The paper studies pseudo-Anosov maps from typical Thurston constructions.