JAPAN: Joint Adaptive Prediction Areas with Normalising-Flows

29 May 2025

Papers citing "JAPAN: Joint Adaptive Prediction Areas with Normalising-Flows"

31 / 31 papers shown

Title
JANET: Joint Adaptive predictioN-region Estimation for Time-series Eshant English Eliot Wong-Toi Matteo Fontana Stephan Mandt Padhraic Smyth Christoph Lippert AI4TS 143 2 0 08 Jul 2024
Conformalized Adaptive Forecasting of Heterogeneous Trajectories Yanfei Zhou Lars Lindemann Matteo Sesia AI4TS 120 7 0 14 Feb 2024
Conformal Prediction Regions for Time Series using Linear Complementarity Programming Matthew Cleaveland Insup Lee George J. Pappas Lars Lindemann 128 32 0 03 Apr 2023
Flow Matching for Generative Modeling Y. Lipman Ricky T. Q. Chen Heli Ben-Hamu Maximilian Nickel Matt Le OOD 114 1,189 0 06 Oct 2022
Probabilistic Conformal Prediction Using Conditional Random Samples Zhendong Wang Ruijiang Gao Mingzhang Yin Mingyuan Zhou David M. Blei TPM 82 25 0 14 Jun 2022
Calibrated Multiple-Output Quantile Regression with Representation Learning Shai Feldman Stephen Bates Yaniv Romano 120 34 0 02 Oct 2021
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification Anastasios Nikolas Angelopoulos Stephen Bates OOD 135 607 0 15 Jul 2021
Adaptive Conformal Inference Under Distribution Shift Isaac Gibbs Emmanuel Candès 109 241 0 01 Jun 2021
Conformal Uncertainty Sets for Robust Optimization Chancellor Johnstone Bruce A. Cox 77 35 0 31 May 2021
Copula-based conformal prediction for Multi-Target Regression S. Messoudi Sebastien Destercke Sylvain Rousseau 93 46 0 28 Jan 2021
Maximum Likelihood Training of Score-Based Diffusion Models Yang Song Conor Durkan Iain Murray Stefano Ermon DiffM 96 648 0 22 Jan 2021
Score-Based Generative Modeling through Stochastic Differential Equations Yang Song Jascha Narain Sohl-Dickstein Diederik P. Kingma Abhishek Kumar Stefano Ermon Ben Poole DiffM SyDa 268 6,293 0 26 Nov 2020
CD-split and HPD-split: efficient conformal regions in high dimensions Rafael Izbicki Gilson T. Shimizu R. Stern 176 50 0 24 Jul 2020
Frequentist Uncertainty in Recurrent Neural Networks via Blockwise Influence Functions Ahmed Alaa M. Schaar UQCV BDL 33 23 0 20 Jun 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 86 184 0 14 Feb 2020
Normalizing Flows for Probabilistic Modeling and Inference George Papamakarios Eric T. Nalisnick Danilo Jimenez Rezende S. Mohamed Balaji Lakshminarayanan TPM AI4CE 139 1,662 0 05 Dec 2019
Learning Likelihoods with Conditional Normalizing Flows Christina Winkler Daniel E. Worrall Emiel Hoogeboom Max Welling TPM 34 222 0 29 Nov 2019
Flexible distribution-free conditional predictive bands using density estimators Rafael Izbicki Gilson T. Shimizu R. Stern 187 78 0 12 Oct 2019
Neural Spline Flows Conor Durkan Artur Bekasov Iain Murray George Papamakarios DRL 117 761 0 10 Jun 2019
Conformalized Quantile Regression Yaniv Romano Evan Patterson Emmanuel J. Candès 250 603 0 08 May 2019
FFJORD: Free-form Continuous Dynamics for Scalable Reversible Generative Models Will Grathwohl Ricky T. Q. Chen J. Bettencourt Ilya Sutskever David Duvenaud DRL 66 861 0 02 Oct 2018
PythonRobotics: a Python code collection of robotics algorithms Atsushi Sakai Daniel Ingram J. Dinius Karan Chawla Antonin Raffin Alexis Paques 29 89 0 31 Aug 2018
Glow: Generative Flow with Invertible 1x1 Convolutions Diederik P. Kingma Prafulla Dhariwal BDL DRL 212 3,110 0 09 Jul 2018
Neural Ordinary Differential Equations T. Chen Yulia Rubanova J. Bettencourt David Duvenaud AI4CE 232 5,024 0 19 Jun 2018
Exact and Robust Conformal Inference Methods for Predictive Machine Learning With Dependent Data Victor Chernozhukov Kaspar Wüthrich Yinchu Zhu OOD 59 91 0 17 Feb 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 453 129,831 0 12 Jun 2017
Masked Autoregressive Flow for Density Estimation George Papamakarios Theo Pavlakou Iain Murray 135 1,343 0 19 May 2017
Faster Eigenvector Computation via Shift-and-Invert Preconditioning Dan Garber Laurent Dinh Chi Jin Jascha Narain Sohl-Dickstein Samy Bengio Praneeth Netrapalli Aaron Sidford 185 3,681 0 26 May 2016
Learning by Transduction A. Gammerman V. Vovk V. Vapnik 116 511 0 30 Jan 2013
Multi-Target Regression via Input Space Expansion: Treating Targets as Inputs Eleftherios Spyromitros Xioufis Grigorios Tsoumakas William Groves I. Vlahavas 120 334 0 28 Nov 2012
A tutorial on conformal prediction Glenn Shafer V. Vovk 265 1,122 0 21 Jun 2007