--- references: - id: AmbrosioGradient2008 accessed: - year: 2019 month: 6 day: 29 author: - family: Ambrosio given: Luigi - family: Gigli given: Nicola - family: Savare given: Giuseppe citation-key: AmbrosioGradient2008 collection-title: Lectures in Mathematics. ETH Zürich edition: '2' ISBN: 978-3-7643-8721-1 issued: - year: 2008 language: en publisher: Birkhäuser Basel title: 'Gradient Flows: In Metric Spaces and in the Space of Probability Measures' type: book URL: https://www.springer.com/gp/book/9783764387211 - id: CharpentierNatural2022 accessed: - year: 2022 month: 4 day: 7 author: - family: Charpentier given: Bertrand - family: Borchert given: Oliver - family: Zügner given: Daniel - family: Geisler given: Simon - family: Günnemann given: Stephan citation-key: CharpentierNatural2022 container-title: arXiv:2105.04471 [cs, stat] issued: - year: 2022 month: 3 day: 16 title: >- Natural Posterior Network: Deep Bayesian Uncertainty for Exponential Family Distributions type: article-journal URL: http://arxiv.org/abs/2105.04471 - id: ChenContinuousTime2017 accessed: - year: 2019 month: 10 day: 18 author: - family: Chen given: Changyou - family: Li given: Chunyuan - family: Chen given: Liqun - family: Wang given: Wenlin - family: Pu given: Yunchen - family: Carin given: Lawrence citation-key: ChenContinuousTime2017 container-title: arXiv:1709.01179 [stat] issued: - year: 2017 month: 9 day: 4 title: Continuous-Time Flows for Efficient Inference and Density Estimation type: article-journal URL: http://arxiv.org/abs/1709.01179 - id: ChenNeural2018 accessed: - year: 2019 month: 1 day: 29 author: - family: Chen given: Tian Qi - family: Rubanova given: Yulia - family: Bettencourt given: Jesse - family: Duvenaud given: David K citation-key: ChenNeural2018 container-title: Advances in Neural Information Processing Systems 31 editor: - family: Bengio given: S. - family: Wallach given: H. - family: Larochelle given: H. - family: Grauman given: K. - family: Cesa-Bianchi given: N. - family: Garnett given: R. issued: - year: 2018 page: 6572–6583 publisher: Curran Associates, Inc. title: Neural Ordinary Differential Equations type: paper-conference URL: http://papers.nips.cc/paper/7892-neural-ordinary-differential-equations.pdf - id: FigurnovImplicit2018 accessed: - year: 2020 month: 6 day: 21 author: - family: Figurnov given: Mikhail - family: Mohamed given: Shakir - family: Mnih given: Andriy citation-key: FigurnovImplicit2018 container-title: Advances in Neural Information Processing Systems 31 editor: - family: Bengio given: S. - family: Wallach given: H. - family: Larochelle given: H. - family: Grauman given: K. - family: Cesa-Bianchi given: N. - family: Garnett given: R. issued: - year: 2018 page: 441–452 publisher: Curran Associates, Inc. title: Implicit Reparameterization Gradients type: paper-conference URL: http://papers.nips.cc/paper/7326-implicit-reparameterization-gradients.pdf - id: GlassermanGradient1991 author: - family: Glasserman given: Paul - family: Ho given: Yu-Chi citation-key: GlassermanGradient1991 ISBN: 978-0-7923-9095-4 issued: - year: 1991 language: en number-of-pages: '250' publisher: Springer Science & Business Media title: Gradient Estimation Via Perturbation Analysis type: book - id: GrumittFlow2023 accessed: - year: 2024 month: 1 day: 5 author: - family: Grumitt given: Richard D. P. - family: Karamanis given: Minas - family: Seljak given: Uroš citation-key: GrumittFlow2023 issued: - year: 2023 month: 9 day: 20 language: en publisher: arXiv title: >- Flow Annealed Kalman Inversion for Gradient-Free Inference in Bayesian Inverse Problems type: article URL: https://arxiv.org/abs/2309.11490v1 version: '1' - id: HuangNeural2018 accessed: - year: 2018 month: 4 day: 4 author: - family: Huang given: Chin-Wei - family: Krueger given: David - family: Lacoste given: Alexandre - family: Courville given: Aaron citation-key: HuangNeural2018 container-title: arXiv:1804.00779 [cs, stat] issued: - year: 2018 month: 4 day: 2 title: Neural Autoregressive Flows type: article-journal URL: http://arxiv.org/abs/1804.00779 - id: JankowiakPathwise2018 accessed: - year: 2020 month: 6 day: 21 author: - family: Jankowiak given: Martin - family: Obermeyer given: Fritz citation-key: JankowiakPathwise2018 container-title: International Conference on Machine Learning event-title: International Conference on Machine Learning ISSN: 1938-7228 issued: - year: 2018 month: 7 day: 3 language: en page: 2235-2244 section: Machine Learning title: Pathwise Derivatives Beyond the Reparameterization Trick type: paper-conference URL: http://proceedings.mlr.press/v80/jankowiak18a.html - id: KingmaAutoEncoding2014 accessed: - year: 2016 month: 8 day: 23 author: - family: Kingma given: Diederik P. - family: Welling given: Max citation-key: KingmaAutoEncoding2014 container-title: ICLR 2014 conference issued: - year: 2014 title: Auto-Encoding Variational Bayes type: paper-conference URL: http://arxiv.org/abs/1312.6114 - id: KingmaGlow2018 accessed: - year: 2019 month: 2 day: 4 author: - family: Kingma given: Durk P - family: Dhariwal given: Prafulla citation-key: KingmaGlow2018 container-title: Advances in Neural Information Processing Systems 31 editor: - family: Bengio given: S. - family: Wallach given: H. - family: Larochelle given: H. - family: Grauman given: K. - family: Cesa-Bianchi given: N. - family: Garnett given: R. issued: - year: 2018 page: 10236–10245 publisher: Curran Associates, Inc. title: 'Glow: Generative Flow with Invertible 1x1 Convolutions' type: chapter URL: >- http://papers.nips.cc/paper/8224-glow-generative-flow-with-invertible-1x1-convolutions.pdf - id: KingmaImproving2016 author: - family: Kingma given: Diederik P. - family: Salimans given: Tim - family: Jozefowicz given: Rafal - family: Chen given: Xi - family: Sutskever given: Ilya - family: Welling given: Max citation-key: KingmaImproving2016 container-title: Advances in Neural Information Processing Systems 29 issued: - year: 2016 month: 6 day: 15 publisher: Curran Associates, Inc. title: Improving Variational Inference with Inverse Autoregressive Flow type: paper-conference URL: http://arxiv.org/abs/1606.04934 - id: KingmaVariational2015 accessed: - year: 2018 month: 4 day: 3 author: - family: Kingma given: Diederik P. - family: Salimans given: Tim - family: Welling given: Max citation-key: KingmaVariational2015 collection-title: NIPS'15 container-title: >- Proceedings of the 28th International Conference on Neural Information Processing Systems - Volume 2 event-place: Cambridge, MA, USA issued: - year: 2015 month: 6 day: 8 page: 2575–2583 publisher: MIT Press publisher-place: Cambridge, MA, USA title: Variational Dropout and the Local Reparameterization Trick type: paper-conference URL: http://arxiv.org/abs/1506.02557 - id: KoehlerRepresentational2020 accessed: - year: 2020 month: 12 day: 17 author: - family: Koehler given: Frederic - family: Mehta given: Viraj - family: Risteski given: Andrej citation-key: KoehlerRepresentational2020 container-title: arXiv:2010.01155 [cs, stat] issued: - year: 2020 month: 10 day: 2 title: Representational aspects of depth and conditioning in normalizing flows type: article-journal URL: http://arxiv.org/abs/2010.01155 - id: LouizosMultiplicative2017 author: - family: Louizos given: Christos - family: Welling given: Max citation-key: LouizosMultiplicative2017 container-title: PMLR event-title: International Conference on Machine Learning issued: - year: 2017 month: 7 day: 17 language: en page: 2218-2227 title: Multiplicative Normalizing Flows for Variational Bayesian Neural Networks type: paper-conference URL: http://proceedings.mlr.press/v70/louizos17a.html - id: LuWoodbury2020 accessed: - year: 2020 month: 12 day: 14 author: - family: Lu given: You - family: Huang given: Bert citation-key: LuWoodbury2020 container-title: Advances in Neural Information Processing Systems issued: - year: 2020 language: en title: Woodbury Transformations for Deep Generative Flows type: paper-conference URL: >- https://proceedings.neurips.cc//paper_files/paper/2020/hash/3fb04953d95a94367bb133f862402bce-Abstract.html volume: '33' - id: MassaroliStable2020 accessed: - year: 2020 month: 12 day: 8 author: - family: Massaroli given: Stefano - family: Poli given: Michael - family: Bin given: Michelangelo - family: Park given: Jinkyoo - family: Yamashita given: Atsushi - family: Asama given: Hajime citation-key: MassaroliStable2020 container-title: arXiv:2003.08063 [cs, math, stat] issued: - year: 2020 month: 3 day: 18 title: Stable Neural Flows type: article-journal URL: http://arxiv.org/abs/2003.08063 - id: MohamedMonte2020 accessed: - year: 2020 month: 9 day: 17 author: - family: Mohamed given: Shakir - family: Rosca given: Mihaela - family: Figurnov given: Michael - family: Mnih given: Andriy citation-key: MohamedMonte2020 container-title: Journal of Machine Learning Research ISSN: 1533-7928 issue: '132' issued: - year: 2020 page: 1-62 title: Monte Carlo Gradient Estimation in Machine Learning type: article-journal URL: http://jmlr.org/papers/v21/19-346.html volume: '21' - id: PapamakariosMasked2017 accessed: - year: 2018 month: 4 day: 4 author: - family: Papamakarios given: George - family: Murray given: Iain - family: Pavlakou given: Theo citation-key: PapamakariosMasked2017 container-title: Advances in Neural Information Processing Systems 30 editor: - family: Guyon given: I. - family: Luxburg given: U. V. - family: Bengio given: S. - family: Wallach given: H. - family: Fergus given: R. - family: Vishwanathan given: S. - family: Garnett given: R. issued: - year: 2017 page: 2338–2347 publisher: Curran Associates, Inc. title: Masked Autoregressive Flow for Density Estimation type: paper-conference URL: >- http://papers.nips.cc/paper/6828-masked-autoregressive-flow-for-density-estimation.pdf - id: PapamakariosNeural2019 accessed: - year: 2019 month: 11 day: 6 author: - family: Papamakarios given: George citation-key: PapamakariosNeural2019 issued: - year: 2019 month: 10 day: 29 publisher: The University of Edinburgh title: Neural Density Estimation and Likelihood-free Inference type: thesis URL: http://arxiv.org/abs/1910.13233 - id: PapamakariosNormalizing2021 accessed: - year: 2020 month: 9 day: 10 author: - family: Papamakarios given: George - family: Nalisnick given: Eric - family: Rezende given: Danilo Jimenez - family: Mohamed given: Shakir - family: Lakshminarayanan given: Balaji citation-key: PapamakariosNormalizing2021 container-title: Journal of Machine Learning Research ISSN: 1533-7928 issue: '57' issued: - year: 2021 page: 1-64 title: Normalizing Flows for Probabilistic Modeling and Inference type: article-journal URL: http://arxiv.org/abs/1912.02762 volume: '22' - id: PfauIntegrable2020 author: - family: Pfau given: David - family: Rezende given: Danilo citation-key: PfauIntegrable2020 issued: - year: 2020 language: en page: '7' title: Integrable Nonparametric Flows type: paper-conference - id: RezendeVariational2015 accessed: - year: 2018 month: 4 day: 15 author: - family: Rezende given: Danilo Jimenez - family: Mohamed given: Shakir citation-key: RezendeVariational2015 collection-title: ICML'15 container-title: International Conference on Machine Learning event-place: Lille, France event-title: International Conference on Machine Learning issued: - year: 2015 month: 6 day: 1 language: en page: 1530-1538 publisher: JMLR.org publisher-place: Lille, France title: Variational Inference with Normalizing Flows type: paper-conference URL: http://arxiv.org/abs/1505.05770 - id: RuizGeneralized2016 accessed: - year: 2018 month: 4 day: 3 author: - family: Ruiz given: Francisco J. R. - family: Titsias given: Michalis K. - family: Blei given: David M. citation-key: RuizGeneralized2016 container-title: Advances In Neural Information Processing Systems event-title: NIPS issued: - year: 2016 month: 10 day: 7 title: The Generalized Reparameterization Gradient type: paper-conference URL: http://arxiv.org/abs/1610.02287 - id: ShiVariational2019 accessed: - year: 2020 month: 6 day: 21 author: - family: Shi given: Yuge - family: Siddharth given: N. - family: Paige given: Brooks - family: Torr given: Philip H. S. citation-key: ShiVariational2019 container-title: arXiv:1911.03393 [cs, stat] issued: - year: 2019 month: 11 day: 8 language: en title: >- Variational Mixture-of-Experts Autoencoders for Multi-Modal Deep Generative Models type: article-journal URL: http://arxiv.org/abs/1911.03393 - id: TabakDensity2010 accessed: - year: 2019 month: 10 day: 15 author: - family: Tabak given: Esteban G. - family: Vanden-Eijnden given: Eric citation-key: TabakDensity2010 container-title: Communications in Mathematical Sciences container-title-short: Commun. Math. Sci. ISSN: 1539-6746, 1945-0796 issue: '1' issued: - year: 2010 month: 3 language: EN page: 217-233 title: Density estimation by dual ascent of the log-likelihood type: article-journal URL: https://projecteuclid.org/euclid.cms/1266935020 volume: '8' - id: TabakFamily2013 accessed: - year: 2019 month: 10 day: 15 author: - family: Tabak given: E. G. - family: Turner given: Cristina V. citation-key: TabakFamily2013 container-title: Communications on Pure and Applied Mathematics container-title-short: Comm. Pure Appl. Math. DOI: 10.1002/cpa.21423 ISSN: '00103640' issue: '2' issued: - year: 2013 month: 2 language: en page: 145-164 title: A Family of Nonparametric Density Estimation Algorithms type: article-journal URL: https://core.ac.uk/download/pdf/80364696.pdf volume: '66' - id: vandenBergSylvester2018 accessed: - year: 2018 month: 4 day: 3 author: - family: Berg given: Rianne non-dropping-particle: van den - family: Hasenclever given: Leonard - family: Tomczak given: Jakub M. - family: Welling given: Max citation-key: vandenBergSylvester2018 container-title: UAI18 issued: - year: 2018 month: 3 day: 15 title: Sylvester Normalizing Flows for Variational Inference type: paper-conference URL: http://arxiv.org/abs/1803.05649 - id: WangRiemannian2019 accessed: - year: 2019 month: 8 day: 12 author: - family: Wang given: Prince Zizhuang - family: Wang given: William Yang citation-key: WangRiemannian2019 container-title: >- Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers) DOI: 10.18653/v1/N19-1025 event-place: Minneapolis, Minnesota event-title: NAACL-HLT 2019 issued: - year: 2019 month: 6 page: 284–294 publisher: Association for Computational Linguistics publisher-place: Minneapolis, Minnesota title: >- Riemannian Normalizing Flow on Variational Wasserstein Autoencoder for Text Modeling type: paper-conference URL: https://www.aclweb.org/anthology/N19-1025 ...