Enforcing constraints for interpolation and extrapolation in Generative
Adversarial Networks

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Enforcing constraints for interpolation and extrapolation in Generative Adversarial Networks

22 March 2018

Tobias J. Hagge

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Papers citing "Enforcing constraints for interpolation and extrapolation in Generative Adversarial Networks"

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Title
Data-Driven Stochastic Closure Modeling via Conditional Diffusion Model and Neural OperatorJournal of Computational Physics (JCP), 2024 Xinghao Dong Chuanqi Chen Jin-Long Wu DiffM AI4CE 305 10 0 06 Aug 2024
SDYN-GANs: Adversarial Learning Methods for Multistep Generative Models for General Order Stochastic DynamicsJournal of Computational Physics (JCP), 2023 P. Stinis C. Daskalakis P. Atzberger SyDa GAN 157 7 0 07 Feb 2023
Physics-Integrated Variational Autoencoders for Robust and Interpretable Generative ModelingNeural Information Processing Systems (NeurIPS), 2021 Naoya Takeishi Alexandros Kalousis DRL AI4CE 257 69 0 25 Feb 2021
Physics-aware, deep probabilistic modeling of multiscale dynamics in the Small Data regime Sebastian Kaltenbach P. Koutsourelakis AI4CE 120 1 0 08 Feb 2021
On the Learnability of Concepts: With Applications to Comparing Word Embedding Algorithms Adam Sutton N. Cristianini 114 8 0 17 Jun 2020
Bridging the gap between AI and Healthcare sides: towards developing clinically relevant AI-powered diagnosis systemsArtificial Intelligence Applications and Innovations (AIAI), 2020 Changhee Han L. Rundo K. Murao T. Nemoto Hideki Nakayama MedIm 158 30 0 12 Jan 2020
Incorporating physical constraints in a deep probabilistic machine learning framework for coarse-graining dynamical systemsJournal of Computational Physics (JCP), 2019 Sebastian Kaltenbach P. Koutsourelakis AI4CE 387 37 0 30 Dec 2019
Enforcing Deterministic Constraints on Generative Adversarial Networks for Emulating Physical SystemsCommunications in Computational Physics (Commun. Comput. Phys.), 2019 Zeng Yang Jin-Long Wu Heng Xiao AI4CE 176 19 0 15 Nov 2019
Coercing Machine Learning to Output Physically Accurate ResultsJournal of Computational Physics (JCP), 2019 Z. Geng Dan Johnson Ronald Fedkiw 3DH 147 38 0 21 Oct 2019
Encoding Invariances in Deep Generative Models Viraj Shah Ameya Joshi Sambuddha Ghosal B. Pokuri Soumik Sarkar Baskar Ganapathysubramanian Chinmay Hegde PINN GAN 140 31 0 04 Jun 2019
Enforcing constraints for time series prediction in supervised, unsupervised and reinforcement learning P. Stinis AI4TS AI4CE 150 13 0 17 May 2019
Enforcing Statistical Constraints in Generative Adversarial Networks for Modeling Chaotic Dynamical SystemsJournal of Computational Physics (JCP), 2019 Jin-Long Wu K. Kashinath A. Albert D. Chirila P. Prabhat Heng Xiao AI4CE 159 144 0 13 May 2019