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Probabilistic Load Forecasting Based on Adaptive Online Learning


Authors:  VerónicaÁlvarez, SantiagoMazuelas, JoséA.Lozano....
Published date-11/30/2020
Tasks:  LoadForecasting

Abstract: Load forecasting is crucial for multiple energy management tasks such as scheduling generation capacity, planning supply and demand, and minimizing energy trade costs. Such relevance has increased even more in …

Graph Generative Adversarial Networks for Sparse Data Generation in High Energy Physics


Authors:  RaghavKansal, JavierDuarte, BrenoOrzari....
Published date-11/30/2020

Abstract: We develop a graph generative adversarial network to generate sparse data sets like those produced at the CERN Large Hadron Collider (LHC). We demonstrate this approach by training on and …

PMLB v1.0: an open source dataset collection for benchmarking machine learning methods


Authors:  TrangT.Le, WilliamLaCava, JosephD.Romano....
Published date-11/30/2020
Tasks:  Multi-classClassification

Abstract: PMLB (Penn Machine Learning Benchmark) is an open-source data repository containing a curated collection of datasets for evaluating and comparing machine learning (ML) algorithms. Compiled from a broad range of …

Large-Scale Gravitational Lens Modeling with Bayesian Neural Networks for Accurate and Precise Inference of the Hubble Constant


Authors:  JiWonPark, SebastianWagner-Carena, SimonBirrer....
Published date-11/30/2020

Abstract: We investigate the use of approximate Bayesian neural networks (BNNs) in modeling hundreds of time-delay gravitational lenses for Hubble constant ($H_0$) determination. Our BNN was trained on synthetic HST-quality images …

Language-Driven Region Pointer Advancement for Controllable Image Captioning


Authors:  AnnikaLindh, RobertJ.Ross, JohnD.Kelleher....
Published date-11/30/2020
Tasks:  ImageCaptioning

Abstract: Controllable Image Captioning is a recent sub-field in the multi-modal task of Image Captioning wherein constraints are placed on which regions in an image should be described in the generated …

Facilitating the Communication of Politeness through Fine-Grained Paraphrasing


Authors:  LiyeFu, SusanR.Fussell, CristianDanescu-Niculescu-Mizil....
Published date-11/30/2020

Abstract: Aided by technology, people are increasingly able to communicate across geographical, cultural, and language barriers. This ability also results in new challenges, as interlocutors need to adapt their communication approaches …

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