Robuta

https://deepai.org/publication/intrinsic-dimension-and-its-application-to-association-rules Intrinsic dimension and its application to association rules | DeepAI May 15, 2018 - 05/15/18 - The curse of dimensionality in the realm of association rules is twofold. Firstly, we have the well known exponential increase in ... intrinsic dimension association rules application deepai https://openreview.net/forum?id=AxRD2FF7aD Universality of intrinsic dimension of latent representations across models | OpenReview While state-of-the-art transformer networks use several hundreds of latent variables per layer, it has been shown that these features can actually be... intrinsic dimension universality latent representations across https://openreview.net/forum?id=a0XiA6v256 Diffusion Models Encode the Intrinsic Dimension of Data Manifolds | OpenReview In this work, we provide a mathematical proof that diffusion models encode data manifolds by approximating their normal bundles. Based on this observation we... diffusion models intrinsic dimension encode data manifolds https://openreview.net/forum?id=xSzBf1te4s On Convolutions, Intrinsic Dimension, and Diffusion Models | OpenReview The manifold hypothesis asserts that data of interest in high-dimensional ambient spaces, such as image data, lies on unknown low-dimensional submanifolds.... intrinsic dimension diffusion models convolutions openreview https://openreview.net/forum?id=_hKvtsqItc The Effect of the Intrinsic Dimension on the Generalization of Quadratic Classifiers | OpenReview We show that the complexity of nuclear-norm regularized quadratic functions adapts to the intrinsic dimension of the data distribution. the effect intrinsic dimension generalization quadratic classifiers https://openreview.net/forum?id=ryup8-WCW&ref=ruder.io Measuring the Intrinsic Dimension of Objective Landscapes | OpenReview We train in random subspaces of parameter space to measure how many dimensions are really needed to find a solution. intrinsic dimension measuring objective landscapes openreview https://openreview.net/forum?id=A8ZfeZy_tu&referrer=%5Bthe%20profile%20of%20Alex%20Rodriguez%5D(%2Fprofile%3Fid%3D~Alex_Rodriguez1) Estimating the intrinsic dimension of datasets by a minimal neighborhood information | OpenReview Analyzing large volumes of high-dimensional data is an issue of fundamental importance in data science, molecular simulations and beyond. Several approaches... intrinsic dimension https://openreview.net/forum?id=85BfDdYMBY Intrinsic Dimension for Large-Scale Geometric Learning | OpenReview The concept of dimension is essential to grasp the complexity of data. A naive approach to determine the dimension of a dataset is based on the number of... intrinsic dimension large scale geometric learning openreview https://jmlr.org/papers/v26/24-0054.html On the Statistical Properties of Generative Adversarial Models for Low Intrinsic Data Dimension https://www.mdpi.com/1099-4300/23/10/1368 Scikit-Dimension: A Python Package for Intrinsic Dimension Estimation Dealing with uncertainty in applications of machine learning to real-life data critically depends on the knowledge of intrinsic dimensionality (ID). A number... python package scikit dimension intrinsic estimation https://arxiv.org/html/2503.09485v1 A Novel Approach for Intrinsic Dimension Estimation via Ritz Values and Orthogonal Polynomials a novel approach