EMO This is the public codebase for ICLR 2024 paper:EMO: Earth Mover Distance Optimization for Auto-regressive Language Modeling. TABLE OF CONTENTS Abstract Neural language models are probabilistic models of human text. They are predominantly trained using maximum likelihood estimation (MLE), which is...
distance metric for aligning human and model distribution due to its (1) recall-prioritization (2) negative diversity ignorance and (3) train-test mismatch. In this paper, we propose Earth Mover Distance Optimization (EMO) for auto-regressive language modeling. EMO capitalizes on the inherent ...
CR Categories: I.3.5 [Computer Graphics]: Computational Ge- ometry and Object Modeling—Geometric algorithms, languages, and systems; G.1.6 [Numerical Analysis]: Optimization—Convex programming Keywords: Optimal transportation, Wasserstein metric, earth mover's distance, finite elements, geometric ...
Earth Mover's Distance Minimization for Unsupervised Bilingual Lexicon Induction 来自 Semantic Scholar 喜欢 0 阅读量: 182 作者:Z Meng,L Yang,H Luan,M Sun 摘要: Despite their growing prominence, optimization in generative adversarial networks (GANs) is still a poorly-understood topic. In this ...
本文将讨论推土机距离 Earth Mover’s Distance (EMD),和欧式距离一样,它们都是一种距离度量的定义、可以用来测量某两个分布之间的距离。本文记录推土机距离相关内容。 推土机距离 如果我们将分布想象为两个有一定存土量的土堆,每个土堆维度为 N,那么 EMD 就是将一个
pythonmachine-learningpytorchmaterials-sciencematerials-informaticsnumbabayesian-optimizationwassersteinearth-movers-distancematerials-screeningmaterials-discoveriesadaptive-designwasserstein-metricearth-mover-distancewasserstein-distancecrabnetpredict-materials-propertiesmaterials-discoverymaterials-projectmatdiscover ...
F. Wang and L. J. Guibas. Supervised earth mover's distance learning and its computer vision applications. In CVPR, 2012.Wang, F., Guibas, L.J.: Supervised earth mover’s distance learning and its computer vision applications. In: Fitzgibbon, A., Lazebnik, S., Perona, P., Sato, ...
The earth mover’s distance as a metric for image retrieval(地球移动者的距离作为图像检索的度量).pdf 20页VIP内容提供方:zsmfjh 大小:1.49 MB 字数:约7.96万字 发布时间:2017-07-25发布于河北 浏览人气:64 下载次数:仅上传者可见 收藏次数:0 需要金币:*** 金币 (10金币=人民币1元)...
Feature Tracking Using Earth Mover's Distance and Global Optimization Feature tracking plays an important role in understand- ing time-varying data sets since it allows scientists to fo- cus on regions of interest and track their evolution and in- teraction over time. For complex data sets, pre...
the earth mover’s distance as a metric for image retrieval:用于图像检索的地球动子的距离.pdf 2016-06-02上传 the earth mover’s distance as a metric for image retrieval:用于图像检索的地球动子的距离 文档格式: .pdf 文档大小: 576.08K