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We introduce a novel class of sample-based explanations we term high-dimensional representers, that can be used to explain the predictions of a regularized high-dimensional model in terms of importance weights for each of the training…

机器学习 · 计算机科学 2023-07-04 Che-Ping Tsai , Jiong Zhang , Eli Chien , Hsiang-Fu Yu , Cho-Jui Hsieh , Pradeep Ravikumar

A new strategy is presented for systematically treating super-leading logarithmic contributions including higher-order Glauber exchanges for non-global LHC observables in renormalization-group (RG) improved perturbation theory. This…

高能物理 - 唯象学 · 物理学 2024-08-09 Philipp Böer , Patrick Hager , Matthias Neubert , Michel Stillger , Xiaofeng Xu

New qualitative picture of vortex length-scale dependence has been found in recent electrical transport measurements performed on strongly anisotropic BSCCO single crystals in zero magnetic field. This indicates the need for a better…

高能物理 - 理论 · 物理学 2009-11-11 I. Nandori , K. Sailer

The renormalization group (RG) is known to provide information about radiative corrections beyond the order in perturbation theory to which one has calculated explicitly. We first demonstrate the effect of the renormalization scheme used on…

高能物理 - 理论 · 物理学 2011-07-19 V. Elias , D. G. C. McKeon , T. N. Sherry

We study the renormalization group(RG) evolution of four-quark operators that contribute to the top pair production. In particular, we focus on the cases in which certain observables are \emph{first} induced from the one-loop RG while being…

高能物理 - 唯象学 · 物理学 2015-06-22 Sunghoon Jung , P. Ko , Yeo Woong Yoon , Chaehyun Yu

Higher rank symmetry and higher moment conservation have been drawn considerable attention from, e.g., subdiffusive transport to fracton topological order. In this paper, we perform a one-loop renormalization group (RG) analysis and show…

量子气体 · 物理学 2021-12-14 Hongchao Li , Peng Ye

In 4D renormalisable theories, integrating out massive states generates in the low energy effective action higher dimensional operators (derivative or otherwise). Using a superfield language it is shown that a 4D N=1 supersymmetric theory…

高能物理 - 理论 · 物理学 2009-04-03 I. Antoniadis , E. Dudas , D. M. Ghilencea

We describe some properties of Renormalization Group transformations. Especially we show why some of the RG transformations have redundant eigenoperators with eigenvalues that cannot be determined by simple dimensional analysis and give the…

高能物理 - 格点 · 物理学 2009-10-30 Peter Kunszt

The exact renormalization group (ERG) for $O(N)$ vector models (at large $N$) on flat Euclidean space can be interpreted as the bulk dynamics corresponding to a holographically dual higher spin gauge theory on $AdS_{d+1}$. This was…

高能物理 - 理论 · 物理学 2017-06-14 Jackson R. Fliss , Robert G. Leigh , Onkar Parrikar

Exploring and understanding topological phases in systems with strong distributed disorder requires developing fundamentally new approaches to replace traditional tools such as topological band theory. Here, we present a general real-space…

无序系统与神经网络 · 物理学 2024-04-25 Zhe Zhang , Yifei Guan , Junda Wang , Benjamin Apffel , Aleksi Bossart , Haoye Qin , Oleg V. Yazyev , Romain Fleury

Transformation models are a very important tool for applied statisticians and econometricians. In many applications, the dependent variable is transformed so that homogeneity or normal distribution of the error holds. In this paper, we…

统计方法学 · 统计学 2017-12-21 Sven Klaassen , Jannis Kueck , Martin Spindler

The operator-theoretic renormalization group (RG) methods are powerful analytic tools to explore spectral properties of field-theoretical models such as quantum electrodynamics (QED) with non-relativistic matter. In this paper these methods…

数学物理 · 物理学 2009-07-17 Juerg Froehlich , Marcel Griesemer , Israel Michael Sigal

We formulate the standard real-space renormalization group method in a way which takes into account the correlation between blocks. This is achieved in a dynamical way by means of operators which reflect the influence on a given block of…

凝聚态物理 · 物理学 2009-10-28 Miguel A. Martin-Delgado , Javier Rodriguez-Laguna , German Sierra

We present a renormalization-group (RG) analysis of dark matter interactions with the standard model, where dark matter is allowed to be a component of an electroweak multiplet, and has a mass at or below the electroweak scale. We consider,…

高能物理 - 唯象学 · 物理学 2020-07-09 Fady Bishara , Joachim Brod , Benjamin Grinstein , Jure Zupan

Renormalization group (RG) methods, which model the way in which the effective behavior of a system depends on the scale at which it is observed, are key to modern condensed-matter theory and particle physics. We compare the ideas behind…

量子物理 · 物理学 2013-03-14 Cédric Bény

We show a way to perform the canonical renormalization group (RG) prescription in tensor space: write down the tensor RG equation, linearize it around a fixed-point tensor, and diagonalize the resulting linearized RG equation to obtain…

统计力学 · 物理学 2021-04-20 Xinliang Lyu , RuQing G. Xu , Naoki Kawashima

We discuss examples of (1+1)-dimensional models where the perturbative renormalization group (RG) indicates a tendency to restore the symmetry in the strong coupling limit. We show that such restoration does occur sometimes, but the…

强关联电子 · 物理学 2007-05-23 P. Azaria , P. Lecheminant , A. M. Tsvelik

Convolutional neural nets (CNNs) have demonstrated remarkable performance in recent history. Such approaches tend to work in a unidirectional bottom-up feed-forward fashion. However, practical experience and biological evidence tells us…

计算机视觉与模式识别 · 计算机科学 2016-05-06 Peiyun Hu , Deva Ramanan

The renormalization group equations (RGEs) in Standard Model effective theory are usually either solved analytically, neglecting the scale dependence of gauge and Yukawa couplings, or numerically without such approximations. We present…

高能物理 - 唯象学 · 物理学 2018-08-01 Andrzej J. Buras , Martin Jung

We develop a renormalization group (RG) description of the localization properties of onedimensional (1D) quasiperiodic lattice models. The RG flow is induced by increasing the unit cell of subsequent commensurate approximants. Phases of…

无序系统与神经网络 · 物理学 2023-10-10 Miguel Gonçalves , Bruno Amorim , Eduardo V. Castro , Pedro Ribeiro
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