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The idea of reusing information from previously learned tasks (source tasks) for the learning of new tasks (target tasks) has the potential to significantly improve the sample efficiency reinforcement learning agents. In this work, we…

机器学习 · 计算机科学 2018-07-21 Thommen George Karimpanal , Roland Bouffanais

Neural networks have emerged as effective tools for solving ill-posed inverse problems. In many scientific applications, however, observational training data are insufficient, and learned inverse operators must instead be trained on…

数值分析 · 数学 2026-05-26 Sandra R. Babyale , Jodi Mead

Methods for the reduction of the complexity of computational problems are presented, as well as their connections to renormalization, scaling, and irreversible statistical mechanics. Several statistically stationary cases are analyzed; for…

数值分析 · 数学 2007-05-23 Alexandre J. Chorin , Panagiotis Stinis

The purpose of this article has two fold. The first is to generalize some recent second main theorems for the mappings and moving hyperplanes of $\P^n(\C)$ to the case where the counting functions are truncated multiplicity (by level $n$)…

复变函数 · 数学 2019-02-13 Duc Thoan Pham , Hai Nam Nguyen , Van An Nguyen

The task of analytically diagonalizing a tridiagonal matrix can be considerably simplified when a part of the matrix is uniform. Such quasi-uniform matrices occur in several physical contexts, both classical and quantum, where…

数学物理 · 物理学 2015-05-13 Leonardo Banchi , Ruggero Vaia

We prove extension-dimensional versions of finite dimensional selection and approximation theorems. As applications, we obtain several results on extension dimension.

一般拓扑 · 数学 2007-05-23 N. Brodsky , A. Chigogidze , A. Karasev

In QCD sum-rule methods, the fundamental field-theoretical quantities are correlation functions of composite operators that serve as hadronic interpolating fields. One of the challenges of loop corrections to QCD correlation functions in…

高能物理 - 唯象学 · 物理学 2023-01-04 T. de Oliveira , D. Harnett , A. Palameta , T. G. Steele

We present a novel approach for deriving KAM-type linearization theorems directly -- and almost immediately -- from the existence of the stable foliation for a renormalization operator. We give a few illustrations in dynamics in one and…

动力系统 · 数学 2026-05-21 Nataliya Goncharuk , Michael Yampolsky

We investigate the structure of holographic renormalization in the presence of sources for irrelevant operators. By working perturbatively in the sources we avoid issues related to the non-renormalizability of the dual field theory. We find…

高能物理 - 理论 · 物理学 2015-05-27 Balt C. van Rees

We face the problem of characterizing the periodic cases in parametric families of (real or complex) rational diffeomorphisms having a fixed point. Our approach relies on the Normal Form Theory, to obtain necessary conditions for the…

动力系统 · 数学 2015-02-19 Anna Cima , Armengol Gasull , Víctor Mañosa

The need to reason about uncertainty in large, complex, and multi-modal datasets has become increasingly common across modern scientific environments. The ability to transform samples from one distribution $P$ to another distribution $Q$…

机器学习 · 统计学 2018-11-30 Diego A. Mesa , Justin Tantiongloc , Marcela Mendoza , Todd P. Coleman

The previously developed renormalizable perturbative 1/N-expansion in higher dimensional scalar field theories is extended to gauge theories with fermions. It is based on the $1/N_f$-expansion and results in a logarithmically divergent…

高能物理 - 理论 · 物理学 2007-05-23 D. I. Kazakov , G. S. Vartanov

Conic quasi-linear maps are nonlinear operators from $C_0(X)$ to a normed linear space $E$ which preserve nonnegative linear combinations on positive cones generated by single functions; quasi-linear maps are linear on singly generated…

泛函分析 · 数学 2025-01-22 S. V. Butler

This article is devoted to a study of majorization based on semi-doubly stochastic operators (denoted by $S\mathcal{D}(L^1)$) on $L^1(X)$ when $X$ is a $\sigma$-finite measure space. We answered Mirsky's question and characterized the…

量子物理 · 物理学 2022-05-03 Seyed Mahmoud Manjegani , Shirin Moein

We propose a variation of the self organizing map algorithm by considering the random placement of neurons on a two-dimensional manifold, following a blue noise distribution from which various topologies can be derived. These topologies…

神经与进化计算 · 计算机科学 2020-11-20 Nicolas P. Rougier , Georgios Is. Detorakis

The almost periodic eigenvalue problem described by the Harper equation is connected to other classes of quasiperiodic behaviour: the dissipative dynamics on critical invariant tori and quasiperiodically driven maps. Firstly, the strong…

chao-dyn · 物理学 2008-02-03 Jukka A. Ketoja , Indubala I. Satija

Asymptotic methods for hypothesis testing in high-dimensional data usually require the dimension of the observations to increase to infinity, often with an additional condition on its rate of increase compared to the sample size. On the…

统计理论 · 数学 2024-03-26 Joydeep Chowdhury , Subhajit Dutta , Marc G. Genton

In [arXiv 0811.3913] the authors introduced the notion of quasi-polynomial function as being a mapping f: X^n -> X defined and valued on a bounded chain X and which can be factorized as f(x_1,...,x_n)=p(phi(x_1),...,phi(x_n)), where p is a…

泛函分析 · 数学 2010-11-23 Miguel Couceiro , Jean-Luc Marichal

By use of the threshold expansion we develop an algorithm for analytical evaluation, within dimensional regularization, of arbitrary terms in the expansion of the (two-loop) sunset diagram with general masses m_1, m_2 and m_3 near its…

高能物理 - 唯象学 · 物理学 2010-11-15 A. I. Davydychev , V. A. Smirnov

This work deals with the notion of Newton complementary duality as raised originally in the work of the second author and B. Costa. A conceptual revision of the main steps of the notion is accomplished which then leads to a vast…

交换代数 · 数学 2016-05-20 André Dória , Aron Simis