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  citation-key: BaiMultiscale2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: Multiscale Deep Equilibrium Models
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- id: BolteMathematical2020
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  container-title: Advances in Neural Information Processing Systems
  issued:
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  language: en
  title: A mathematical model for automatic differentiation in machine learning
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- id: ChiFast2020
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  container-title: Advances in Neural Information Processing Systems
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  language: en
  title: Fast Fourier Convolution
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- id: ChoromanskiOde2020
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  container-title: Advances in Neural Information Processing Systems
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      day: 22
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- id: CourseWeak2020
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  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: Weak Form Generalized Hamiltonian Learning
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  issued:
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  language: en
  page: '7'
  title: Orthogonal Laguerre Recurrent Neural Networks
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- id: FanSpectra2020
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    - year: 2020
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  citation-key: FanSpectra2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  page: '12'
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- id: FinziSimplifying2020
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      month: 12
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  citation-key: FinziSimplifying2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: >-
    Simplifying Hamiltonian and Lagrangian Neural Networks via Explicit
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- id: FortDeep2020
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  container-title: Advances in Neural Information Processing Systems
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  language: en
  title: >-
    Deep learning versus kernel learning: an empirical study of loss landscape
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- id: GardnerStatistical1988
  author:
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      given: William A.
  citation-key: GardnerStatistical1988
  edition: 1st edition
  event-place: Englewood Cliffs, N.J
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  issued:
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      month: 1
      day: 1
  language: English
  number-of-pages: '566'
  publisher: Prentice Hall
  publisher-place: Englewood Cliffs, N.J
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- id: GeifmanSimilarity2020
  accessed:
    - year: 2020
      month: 12
      day: 11
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      given: Meirav
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  citation-key: GeifmanSimilarity2020
  container-title: arXiv:2007.01580 [cs, stat]
  issued:
    - year: 2020
      month: 11
      day: 14
  title: On the Similarity between the Laplace and Neural Tangent Kernels
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- id: GhoshSTEER2020
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    - year: 2020
      month: 12
      day: 13
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  citation-key: GhoshSTEER2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: 'STEER : Simple Temporal Regularization For Neural ODE'
  type: paper-conference
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- id: HeBayesian2020
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      month: 12
      day: 10
  author:
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      given: Balaji
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  citation-key: HeBayesian2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: Bayesian Deep Ensembles via the Neural Tangent Kernel
  type: paper-conference
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- id: HortuaAccelerating2020
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      given: Héctor Javier
    - family: Volpi
      given: Riccardo
    - family: Marinelli
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    - family: Malagò
      given: Luigi
  citation-key: HortuaAccelerating2020
  issued:
    - year: 2020
  language: en
  page: '6'
  title: Accelerating MCMC algorithms through Bayesian Deep Networks
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- id: HuhTimeReversal2020
  accessed:
    - year: 2020
      month: 12
      day: 14
  author:
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      given: In
    - family: Yang
      given: Eunho
    - family: Hwang
      given: Sung Ju
    - family: Shin
      given: Jinwoo
  citation-key: HuhTimeReversal2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: Time-Reversal Symmetric ODE Network
  type: paper-conference
  URL: >-
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- id: KarimiSurvey2021
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      day: 16
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    - family: Barthe
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    - family: Valera
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  DOI: 10.48550/arXiv.2010.04050
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      month: 3
      day: 1
  number: arXiv:2010.04050
  publisher: arXiv
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- id: KaulLinear2020
  accessed:
    - year: 2020
      month: 12
      day: 13
  author:
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  citation-key: KaulLinear2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: Linear Dynamical Systems as a Core Computational Primitive
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- id: KellyLearning2020
  accessed:
    - year: 2020
      month: 12
      day: 8
  author:
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    - family: Bettencourt
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    - family: Johnson
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    - family: Duvenaud
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  citation-key: KellyLearning2020
  issued:
    - year: 2020
      month: 7
      day: 9
  language: en
  title: Learning Differential Equations that are Easy to Solve
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- id: KidgerHey2021
  accessed:
    - year: 2023
      month: 4
      day: 16
  author:
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    - family: Chen
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    - family: Lyons
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  citation-key: KidgerHey2021
  container-title: Proceedings of the 38th International Conference on Machine Learning
  event-title: International Conference on Machine Learning
  ISSN: 2640-3498
  issued:
    - year: 2021
      month: 7
      day: 1
  language: en
  page: 5443-5452
  publisher: PMLR
  title: '"Hey, that’s not an ODE": Faster ODE Adjoints via Seminorms'
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- id: KochkovLearning2020
  author:
    - family: Kochkov
      given: Dmitrii
    - family: Sanchez-Gonzalez
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    - family: Smith
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    - family: Pfaff
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    - family: Battaglia
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    - family: Brenner
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  citation-key: KochkovLearning2020
  container-title: >-
    Machine Learning and the Physical Sciences  Workshop at the 33rd Conference
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  issued:
    - year: 2020
  language: en
  page: '7'
  title: Learning latent ﬁeld dynamics of PDEs
  type: paper-conference

- id: KothariLearning2020
  accessed:
    - year: 2020
      month: 12
      day: 13
  author:
    - family: Kothari
      given: Konik
    - family: Hoop
      given: Maarten
      non-dropping-particle: de
    - family: Dokmanić
      given: Ivan
  citation-key: KothariLearning2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: Learning the Geometry of Wave-Based Imaging
  type: paper-conference
  URL: >-
    https://proceedings.neurips.cc//paper_files/paper/2020/hash/5e98d23afe19a774d1b2dcbefd5103eb-Abstract.html
  volume: '33'

- id: KramerPreserving
  author:
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      given: Andreas
    - family: Köhler
      given: Jonas
    - family: Noé
      given: Frank
  citation-key: KramerPreserving
  language: en
  page: '7'
  title: Preserving Properties of Neural Networks by Perturbative Updates
  type: paper-conference

- id: KrishnamurthyTheory2022
  author:
    - family: Krishnamurthy
      given: Kamesh
    - family: Can
      given: Tankut
    - family: Schwab
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  citation-key: KrishnamurthyTheory2022
  container-title: Physical Review. X
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  DOI: 10.1103/physrevx.12.011011
  ISSN: 2160-3308
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  issued:
    - year: 2022
  language: eng
  page: '011011'
  PMCID: PMC9762509
  PMID: '36545030'
  title: Theory of Gating in Recurrent Neural Networks
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  URL: http://arxiv.org/abs/2007.14823
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- id: LawrenceAlmost2020
  accessed:
    - year: 2020
      month: 12
      day: 13
  author:
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    - family: Loewen
      given: Philip
    - family: Forbes
      given: Michael
    - family: Backstrom
      given: Johan
    - family: Gopaluni
      given: Bhushan
  citation-key: LawrenceAlmost2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: Almost Surely Stable Deep Dynamics
  type: paper-conference
  URL: >-
    https://proceedings.neurips.cc//paper_files/paper/2020/hash/daecf755df5b1d637033bb29b319c39a-Abstract.html
  volume: '33'

- id: LiuGeneralized2020
  accessed:
    - year: 2020
      month: 12
      day: 10
  author:
    - family: Liu
      given: Zhaoqiang
    - family: Scarlett
      given: Jonathan
  citation-key: LiuGeneralized2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: The Generalized Lasso with Nonlinear Observations and Generative Priors
  type: paper-conference
  URL: >-
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  volume: '33'

- id: LouNeural2020
  accessed:
    - year: 2020
      month: 12
      day: 10
  author:
    - family: Lou
      given: Aaron
    - family: Lim
      given: Derek
    - family: Katsman
      given: Isay
    - family: Huang
      given: Leo
    - family: Jiang
      given: Qingxuan
    - family: Lim
      given: Ser Nam
    - family: De Sa
      given: Christopher M.
  citation-key: LouNeural2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: Neural Manifold Ordinary Differential Equations
  type: paper-conference
  URL: >-
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  volume: '33'

- id: LuUniversal2020
  accessed:
    - year: 2020
      month: 12
      day: 10
  author:
    - family: Lu
      given: Yulong
    - family: Lu
      given: Jianfeng
  citation-key: LuUniversal2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: >-
    A Universal Approximation Theorem of Deep Neural Networks for Expressing
    Probability Distributions
  type: paper-conference
  URL: >-
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  volume: '33'

- 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: MassaroliDissecting2020
  accessed:
    - year: 2020
      month: 12
      day: 8
  author:
    - family: Massaroli
      given: Stefano
    - family: Poli
      given: Michael
    - family: Park
      given: Jinkyoo
    - family: Yamashita
      given: Atsushi
    - family: Asama
      given: Hajime
  citation-key: MassaroliDissecting2020
  container-title: arXiv:2002.08071 [cs, stat]
  issued:
    - year: 2020
      month: 6
      day: 20
  title: Dissecting Neural ODEs
  type: paper-conference
  URL: http://arxiv.org/abs/2002.08071

- id: MeronenStationary2020
  accessed:
    - year: 2020
      month: 12
      day: 14
  author:
    - family: Meronen
      given: Lassi
    - family: Irwanto
      given: Christabella
    - family: Solin
      given: Arno
  citation-key: MeronenStationary2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: Stationary Activations for Uncertainty Calibration in Deep Learning
  type: paper-conference
  URL: >-
    https://proceedings.neurips.cc//paper_files/paper/2020/hash/18a411989b47ed75a60ac69d9da05aa5-Abstract.html
  volume: '33'

- id: MhammediLearning2020
  accessed:
    - year: 2020
      month: 12
      day: 10
  author:
    - family: Mhammedi
      given: Zakaria
    - family: Foster
      given: Dylan J.
    - family: Simchowitz
      given: Max
    - family: Misra
      given: Dipendra
    - family: Sun
      given: Wen
    - family: Krishnamurthy
      given: Akshay
    - family: Rakhlin
      given: Alexander
    - family: Langford
      given: John
  citation-key: MhammediLearning2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: Learning the Linear Quadratic Regulator from Nonlinear Observations
  type: paper-conference
  URL: >-
    https://proceedings.neurips.cc//paper_files/paper/2020/hash/a70145bf8b173e4496b554ce57969e24-Abstract.html
  volume: '33'

- id: MillerSimulationefficient
  author:
    - family: Miller
      given: Benjamin Kurt
    - family: Cole
      given: Alex
    - family: Louppe
      given: Gilles
  citation-key: MillerSimulationefficient
  language: en
  page: '9'
  title: >-
    Simulation-efﬁcient marginal posterior estimation with SWYFT: stop wasting
    your precious time
  type: paper-conference

- id: MorrillNeural2020
  author:
    - family: Morrill
      given: James
    - family: Kidger
      given: Patrick
    - family: Salvi
      given: Cristopher
    - family: Foster
      given: James
    - family: Lyons
      given: Terry
  citation-key: MorrillNeural2020
  issued:
    - year: 2020
  language: en
  page: '5'
  title: Neural CDEs for Long Time Series via the Log-ODE Method
  type: paper-conference

- id: NorcliffeNeural2020
  accessed:
    - year: 2020
      month: 12
      day: 13
  author:
    - family: Norcliffe
      given: Alexander
    - family: Bodnar
      given: Cristian
    - family: Day
      given: Ben
    - family: Moss
      given: Jacob
    - family: Liò
      given: Pietro
  citation-key: NorcliffeNeural2020
  issued:
    - year: 2020
  title: Neural ODE Processes
  type: paper-conference
  URL: https://ml4physicalsciences.github.io/2020/files/NeurIPS_ML4PS_2020_66.pdf

- 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: PoliHypersolvers2020
  accessed:
    - year: 2020
      month: 12
      day: 8
  author:
    - family: Poli
      given: Michael
    - family: Massaroli
      given: Stefano
    - family: Yamashita
      given: Atsushi
    - family: Asama
      given: Hajime
    - family: Park
      given: Jinkyoo
  citation-key: PoliHypersolvers2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: 'Hypersolvers: Toward Fast Continuous-Depth Models'
  type: paper-conference
  URL: >-
    https://proceedings.neurips.cc//paper/2020/hash/f1686b4badcf28d33ed632036c7ab0b8-Abstract.html
  volume: '33'

- id: PriestleySpectral2004
  author:
    - family: Priestley
      given: M. B.
  citation-key: PriestleySpectral2004
  collection-title: Probability and mathematical statistics
  edition: Repr
  event-place: London
  ISBN: 978-0-12-564922-3
  issued:
    - year: 2004
  language: eng
  publisher: Elsevier
  publisher-place: London
  title: Spectral analysis and time series
  type: book

- id: QinTraining2020
  accessed:
    - year: 2020
      month: 12
      day: 14
  author:
    - family: Qin
      given: Chongli
    - family: Wu
      given: Yan
    - family: Springenberg
      given: Jost Tobias
    - family: Brock
      given: Andy
    - family: Donahue
      given: Jeff
    - family: Lillicrap
      given: Timothy
    - family: Kohli
      given: Pushmeet
  citation-key: QinTraining2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: >-
    Training Generative Adversarial Networks by Solving Ordinary Differential
    Equations
  type: paper-conference
  URL: >-
    https://proceedings.neurips.cc//paper_files/paper/2020/hash/3c8f9a173f749710d6377d3150cf90da-Abstract.html
  volume: '33'

- id: RashidinejadSLIP2020
  accessed:
    - year: 2020
      month: 12
      day: 10
  author:
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      given: Paria
    - family: Jiao
      given: Jiantao
    - family: Russell
      given: Stuart
  citation-key: RashidinejadSLIP2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: 'SLIP: Learning to predict in unknown dynamical systems with long-term memory'
  type: paper-conference
  URL: >-
    https://proceedings.neurips.cc//paper_files/paper/2020/hash/3e91970f771a2c473ae36b60d1146068-Abstract.html
  volume: '33'

- id: RojasGomezPhysicsConsistent2020
  author:
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      given: Renán
    - family: Yang
      given: Jihyun
    - family: Lin
      given: Youzuo
    - family: Theiler
      given: James
    - family: Wohlberg
      given: Brendt
  citation-key: RojasGomezPhysicsConsistent2020
  issued:
    - year: 2020
  language: en
  page: '5'
  title: >-
    Physics-Consistent Data-driven Seismic Inversion with Adaptive Data
    Augmentation
  type: paper-conference

- id: SahaLearning2020
  accessed:
    - year: 2020
      month: 12
      day: 10
  author:
    - family: Saha
      given: Akash
    - family: Balamurugan
      given: Palaniappan
  citation-key: SahaLearning2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: Learning with Operator-valued Kernels in Reproducing Kernel Krein Spaces
  type: paper-conference
  URL: >-
    https://proceedings.neurips.cc//paper_files/paper/2020/hash/9f319422ca17b1082ea49820353f14ab-Abstract.html
  volume: '33'

- id: SalimWasserstein2020
  accessed:
    - year: 2020
      month: 12
      day: 10
  author:
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      given: Adil
    - family: Korba
      given: Anna
    - family: Luise
      given: Giulia
  citation-key: SalimWasserstein2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: The Wasserstein Proximal Gradient Algorithm
  type: paper-conference
  URL: >-
    https://papers.nips.cc/paper/2020/hash/91cff01af640a24e7f9f7a5ab407889f-Abstract.html
  volume: '33'

- id: ShenSinkhorn2020
  accessed:
    - year: 2020
      month: 12
      day: 10
  author:
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      given: Zebang
    - family: Wang
      given: Zhenfu
    - family: Ribeiro
      given: Alejandro
    - family: Hassani
      given: Hamed
  citation-key: ShenSinkhorn2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: Sinkhorn Natural Gradient for Generative Models
  type: paper-conference
  URL: >-
    https://proceedings.neurips.cc//paper_files/paper/2020/hash/122e27d57ae8ecb37f3f1da67abb33cb-Abstract.html
  volume: '33'

- id: ShuklaSurvey
  author:
    - family: Shukla
      given: Satya Narayan
    - family: Marlin
      given: Benjamin M
  citation-key: ShuklaSurvey
  language: en
  page: '29'
  title: >-
    A Survey on Principles, Models and Methods for Learning from Irregularly
    Sampled Time Series: From Discretization to Attention and Invariance
  type: paper-conference

- id: UmDifferentiable
  author:
    - family: Um
      given: Kiwon
    - family: Holl
      given: Philipp
  citation-key: UmDifferentiable
  issued:
    - year: 2021
  language: en
  page: '5'
  title: >-
    Differentiable Physics for Improving the Accuracy of Iterative PDE-Solvers
    with Neural Networks
  type: paper-conference

- id: VahdatNVAE2020
  accessed:
    - year: 2020
      month: 12
      day: 10
  author:
    - family: Vahdat
      given: Arash
    - family: Kautz
      given: Jan
  citation-key: VahdatNVAE2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: 'NVAE: A Deep Hierarchical Variational Autoencoder'
  type: paper-conference
  URL: >-
    https://proceedings.neurips.cc//paper_files/paper/2020/hash/e3b21256183cf7c2c7a66be163579d37-Abstract.html
  volume: '33'

- id: vanGelderDeconstructing2020
  accessed:
    - year: 2023
      month: 8
      day: 11
  author:
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      given: Maxwell
      non-dropping-particle: van
    - family: Wortsman
      given: Mitchell
    - family: Ehsani
      given: Kiana
  citation-key: vanGelderDeconstructing2020
  DOI: 10.48550/arXiv.2012.00172
  issued:
    - year: 2020
      month: 11
      day: 30
  publisher: arXiv
  title: Deconstructing the Structure of Sparse Neural Networks
  type: paper-conference
  URL: http://arxiv.org/abs/2012.00172

- id: VermaCounterfactual2020
  author:
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      given: Sahil
    - family: Dickerson
      given: John
    - family: Hines
      given: Keegan
  citation-key: VermaCounterfactual2020
  issued:
    - year: 2020
  language: en
  page: '22'
  title: 'Counterfactual Explanations for Machine Learning: A Review'
  type: paper-conference

- id: WalderAll2020
  accessed:
    - year: 2020
      month: 12
      day: 10
  author:
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      given: Christian
    - family: Nock
      given: Richard
  citation-key: WalderAll2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: All your loss are belong to Bayes
  type: paper-conference
  URL: >-
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  volume: '33'

- id: WangPhysicsInformed
  author:
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      given: Chulin
    - family: Bentivegna
      given: Eloisa
    - family: Zhou
      given: Wang
    - family: Klein
      given: Levente J
    - family: Elmegreen
      given: Bruce
  citation-key: WangPhysicsInformed
  issued:
    - year: 2020
  language: en
  page: '9'
  title: >-
    Physics-Informed Neural Network Super Resolution for Advection-Diffusion
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  type: paper-conference

- id: XuADCME2020
  accessed:
    - year: 2020
      month: 12
      day: 13
  author:
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      given: Kailai
    - family: Darve
      given: Eric
  citation-key: XuADCME2020
  container-title: arXiv:2011.11955 [cs, math]
  issued:
    - year: 2020
      month: 11
      day: 24
  title: 'ADCME: Learning Spatially-varying Physical Fields using Deep Neural Networks'
  type: paper-conference
  URL: http://arxiv.org/abs/2011.11955

- id: ZhangDomain2020
  accessed:
    - year: 2020
      month: 12
      day: 10
  author:
    - family: Zhang
      given: Kun
    - family: Gong
      given: Mingming
    - family: Stojanov
      given: Petar
    - family: Huang
      given: Biwei
    - family: Liu
      given: Qingsong
    - family: Glymour
      given: Clark
  citation-key: ZhangDomain2020
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2020
  language: en
  title: Domain Adaptation as a Problem of Inference on Graphical Models
  type: paper-conference
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  volume: '33'

- id: ZhangQuantile2020
  accessed:
    - year: 2020
      month: 12
      day: 1
  author:
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      given: Rui
    - family: Walder
      given: Christian
    - family: Bonilla
      given: Edwin V.
    - family: Rizoiu
      given: Marian-Andrei
    - family: Xie
      given: Lexing
  citation-key: ZhangQuantile2020
  container-title: Proceedings of NeurIPS 2020
  event-title: Neural Information Processing Systems Online Conference 2020
  issued:
    - year: 2020
      month: 12
  language: en
  title: Quantile Propagation for Wasserstein-Approximate Gaussian Processes
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  URL: http://arxiv.org/abs/1912.10200
...
