VAEneu: A New Avenue for VAE Application on Probabilistic Forecasting

7 May 2024

Papers citing "VAEneu: A New Avenue for VAE Application on Probabilistic Forecasting"

25 / 25 papers shown

Title
FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting Tian Zhou Ziqing Ma Qingsong Wen Xue Wang Liang Sun Rong Jin AI4TS 254 1,438 0 30 Jan 2022
Probabilistic Time Series Forecasting with Implicit Quantile Networks Adele Gouttes Kashif Rasul Mateusz Koren Johannes Stephan T. Naghibi BDL AI4TS 43 24 0 08 Jul 2021
Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting Haixu Wu Jiehui Xu Jianmin Wang Mingsheng Long AI4TS 113 2,296 0 24 Jun 2021
Monash Time Series Forecasting Archive Rakshitha Godahewa Christoph Bergmeir Geoffrey I. Webb Rob J. Hyndman Pablo Montero-Manso AI4TS 70 162 0 14 May 2021
Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series Forecasting Kashif Rasul Calvin Seward Ingmar Schuster Roland Vollgraf DiffM 108 320 0 28 Jan 2021
If You Like It, GAN It. Probabilistic Multivariate Times Series Forecast With GAN Alireza Koochali Andreas Dengel Sheraz Ahmed AI4TS 74 31 0 03 May 2020
Multivariate Probabilistic Time Series Forecasting via Conditioned Normalizing Flows Kashif Rasul Abdul-Saboor Sheikh Ingmar Schuster Urs M. Bergmann Roland Vollgraf BDL AI4TS AI4CE 111 187 0 14 Feb 2020
Temporal Fusion Transformers for Interpretable Multi-horizon Time Series Forecasting Bryan Lim Sercan O. Arik Nicolas Loeff Tomas Pfister AI4TS 132 1,476 0 19 Dec 2019
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 547 42,639 0 03 Dec 2019
High-Dimensional Multivariate Forecasting with Low-Rank Gaussian Copula Processes David Salinas Michael Bohlke-Schneider Laurent Callot Roberto Medico Jan Gasthaus AI4TS 71 229 0 07 Oct 2019
Probabilistic Forecasting with Temporal Convolutional Neural Network Yitian Chen Yanfei Kang Yixiong Chen Zizhuo Wang BDL AI4TS 85 329 0 11 Jun 2019
Deep Factors for Forecasting Bernie Wang Alex Smola Danielle C. Maddix Jan Gasthaus Dean Phillips Foster Tim Januschowski BDL 83 174 0 28 May 2019
ML for Flood Forecasting at Scale Sella Nevo V. Anisimov G. Elidan Ran El-Yaniv P. Giencke ... Guy Shalev Ajai Tirumali A. Wiesel Oleg Zlydenko Yossi Matias AI4CE 23 25 0 28 Jan 2019
Machine Learning on Electronic Health Records: Models and Features Usages to predict Medication Non-Adherence Thomas Janssoone Clémence Bic D. Kanoun P. Hornus P. Rinder 56 4 0 29 Nov 2018
CRED: A Deep Residual Network of Convolutional and Recurrent Units for Earthquake Signal Detection Mostafa Mousavi Weiqiang Zhu Y. Sheng G. Beroza 39 269 0 03 Oct 2018
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 344 2,703 0 12 Sep 2018
DeepDownscale: a Deep Learning Strategy for High-Resolution Weather Forecast Eduardo Rodrigues Igor Oliveira R. L. F. Cunha M. Netto 51 96 0 15 Aug 2018
Implicit Quantile Networks for Distributional Reinforcement Learning Will Dabney Georg Ostrovski David Silver Rémi Munos OffRL 139 532 0 14 Jun 2018
DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks David Salinas Valentin Flunkert Jan Gasthaus AI4TS UQCV BDL 89 2,134 0 13 Apr 2017
Input Convex Neural Networks Brandon Amos Lei Xu J. Zico Kolter 280 625 0 22 Sep 2016
WaveNet: A Generative Model for Raw Audio Aaron van den Oord Sander Dieleman Heiga Zen Karen Simonyan Oriol Vinyals Alex Graves Nal Kalchbrenner A. Senior Koray Kavukcuoglu DiffM 406 7,421 0 12 Sep 2016
Variational Inference with Normalizing Flows Danilo Jimenez Rezende S. Mohamed DRL BDL 322 4,197 0 21 May 2015
Sequence to Sequence Learning with Neural Networks Ilya Sutskever Oriol Vinyals Quoc V. Le AIMat 448 20,606 0 10 Sep 2014
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 1.1K 23,396 0 03 Jun 2014
Generating Sequences With Recurrent Neural Networks Alex Graves GAN 169 4,039 0 04 Aug 2013