---
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  accessed:
    - year: 2023
      month: 4
      day: 3
  author:
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      given: Niv
    - family: Yariv
      given: Lior
    - family: Israelov
      given: Ofer
    - family: Maron
      given: Haggai
    - family: Lipman
      given: Yaron
  citation-key: AtzmonControlling2019
  DOI: 10.48550/arXiv.1905.11911
  issued:
    - year: 2019
      month: 10
      day: 27
  publisher: arXiv
  title: Controlling Neural Level Sets
  type: paper-conference
  URL: http://arxiv.org/abs/1905.11911

- id: AtzmonSAL2020
  accessed:
    - year: 2023
      month: 4
      day: 3
  author:
    - family: Atzmon
      given: Matan
    - family: Lipman
      given: Yaron
  citation-key: AtzmonSAL2020
  DOI: 10.48550/arXiv.1911.10414
  issued:
    - year: 2020
      month: 3
      day: 31
  publisher: arXiv
  title: 'SAL: Sign Agnostic Learning of Shapes from Raw Data'
  type: paper-conference
  URL: http://arxiv.org/abs/1911.10414

- id: BautistaGAUDI2022
  accessed:
    - year: 2023
      month: 8
      day: 7
  author:
    - family: Bautista
      given: Miguel Ángel
    - family: Guo
      given: Pengsheng
    - family: Abnar
      given: Samira
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      given: Hanlin
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      given: Daniel
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      given: Afshin
    - family: Susskind
      given: Joshua M.
  citation-key: BautistaGAUDI2022
  event-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2022
      month: 5
      day: 16
  language: en
  title: 'GAUDI: A Neural Architect for Immersive 3D Scene Generation'
  type: paper-conference
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- id: ChabraDeep2020
  accessed:
    - year: 2023
      month: 4
      day: 3
  author:
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      given: Rohan
    - family: Lenssen
      given: Jan Eric
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      given: Eddy
    - family: Schmidt
      given: Tanner
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      given: Julian
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      given: Steven
    - family: Newcombe
      given: Richard
  citation-key: ChabraDeep2020
  DOI: 10.48550/arXiv.2003.10983
  issued:
    - year: 2020
      month: 8
      day: 21
  publisher: arXiv
  title: 'Deep Local Shapes: Learning Local SDF Priors for Detailed 3D Reconstruction'
  type: paper-conference
  URL: http://arxiv.org/abs/2003.10983

- id: ChenLearning2018
  accessed:
    - year: 2021
      month: 1
      day: 21
  author:
    - family: Chen
      given: Zhiqin
    - family: Zhang
      given: Hao
  citation-key: ChenLearning2018
  issued:
    - year: 2018
      month: 12
      day: 6
  language: en
  title: Learning Implicit Fields for Generative Shape Modeling
  type: article-journal
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- id: DeLuigiDeep2023
  accessed:
    - year: 2023
      month: 8
      day: 7
  author:
    - family: De Luigi
      given: Luca
    - family: Cardace
      given: Adriano
    - family: Spezialetti
      given: Riccardo
    - family: Ramirez
      given: Pierluigi Zama
    - family: Salti
      given: Samuele
    - family: Di Stefano
      given: Luigi
  citation-key: DeLuigiDeep2023
  DOI: 10.48550/arXiv.2302.05438
  event-title: The Eleventh International Conference on Learning Representations
  issued:
    - year: 2023
      month: 2
      day: 10
  publisher: arXiv
  title: Deep Learning on Implicit Neural Representations of Shapes
  type: paper-conference
  URL: http://arxiv.org/abs/2302.05438

- id: DockhornGENIE2022
  accessed:
    - year: 2023
      month: 8
      day: 7
  author:
    - family: Dockhorn
      given: Tim
    - family: Vahdat
      given: Arash
    - family: Kreis
      given: Karsten
  citation-key: DockhornGENIE2022
  event-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2022
      month: 5
      day: 16
  language: en
  title: 'GENIE: Higher-Order Denoising Diffusion Solvers'
  type: paper-conference
  URL: http://arxiv.org/abs/2210.05475

- id: DuLearning2021
  accessed:
    - year: 2023
      month: 7
      day: 24
  author:
    - family: Du
      given: Yilun
    - family: Collins
      given: Katherine M.
    - family: Tenenbaum
      given: Joshua B.
    - family: Sitzmann
      given: Vincent
  citation-key: DuLearning2021
  container-title: Advances in Neural Information Processing Systems
  event-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2021
      month: 11
      day: 9
  language: en
  title: Learning Signal-Agnostic Manifolds of Neural Fields
  type: paper-conference
  URL: http://arxiv.org/abs/2111.06387

- id: DupontData2022
  accessed:
    - year: 2023
      month: 7
      day: 24
  author:
    - family: Dupont
      given: Emilien
    - family: Kim
      given: Hyunjik
    - family: Eslami
      given: S. M. Ali
    - family: Rezende
      given: Danilo Jimenez
    - family: Rosenbaum
      given: Dan
  citation-key: DupontData2022
  container-title: Proceedings of the 39th International Conference on Machine Learning
  event-title: International Conference on Machine Learning
  ISSN: 2640-3498
  issued:
    - year: 2022
      month: 6
      day: 28
  language: en
  page: 5694-5725
  publisher: PMLR
  title: >-
    From data to functa: Your data point is a function and you can treat it like
    one
  type: paper-conference
  URL: http://arxiv.org/abs/2201.12204

- id: GroppImplicit2020
  accessed:
    - year: 2023
      month: 4
      day: 3
  author:
    - family: Gropp
      given: Amos
    - family: Yariv
      given: Lior
    - family: Haim
      given: Niv
    - family: Atzmon
      given: Matan
    - family: Lipman
      given: Yaron
  citation-key: GroppImplicit2020
  DOI: 10.48550/arXiv.2002.10099
  issued:
    - year: 2020
      month: 7
      day: 9
  publisher: arXiv
  title: Implicit Geometric Regularization for Learning Shapes
  type: paper-conference
  URL: http://arxiv.org/abs/2002.10099

- id: HuangImplicit2021
  accessed:
    - year: 2021
      month: 12
      day: 8
  author:
    - family: Huang
      given: Zhichun
    - family: Bai
      given: Shaojie
    - family: Kolter
      given: J. Zico
  citation-key: HuangImplicit2021
  event-title: Thirty-Fifth Conference on Neural Information Processing Systems
  issued:
    - year: 2021
      month: 5
      day: 21
  language: en
  title: '(Implicit)$^2$: Implicit Layers for Implicit Representations'
  type: paper-conference
  URL: https://openreview.net/forum?id=AcoMwAU5c0s

- id: LimScorebased2023
  accessed:
    - year: 2023
      month: 8
      day: 7
  author:
    - family: Lim
      given: Jae Hyun
    - family: Kovachki
      given: Nikola B.
    - family: Baptista
      given: Ricardo
    - family: Beckham
      given: Christopher
    - family: Azizzadenesheli
      given: Kamyar
    - family: Kossaifi
      given: Jean
    - family: Voleti
      given: Vikram
    - family: Song
      given: Jiaming
    - family: Kreis
      given: Karsten
    - family: Kautz
      given: Jan
    - family: Pal
      given: Christopher
    - family: Vahdat
      given: Arash
    - family: Anandkumar
      given: Anima
  citation-key: LimScorebased2023
  DOI: 10.48550/arXiv.2302.07400
  issued:
    - year: 2023
      month: 2
      day: 14
  number: arXiv:2302.07400
  publisher: arXiv
  title: Score-based Diffusion Models in Function Space
  type: article
  URL: http://arxiv.org/abs/2302.07400

- id: LuoLearning2021
  accessed:
    - year: 2023
      month: 8
      day: 7
  author:
    - family: Luo
      given: Andrew
    - family: Du
      given: Yilun
    - family: Tarr
      given: Michael J.
    - family: Tenenbaum
      given: Joshua B.
    - family: Torralba
      given: Antonio
    - family: Gan
      given: Chuang
  citation-key: LuoLearning2021
  event-title: ICLR
  issued:
    - year: 2021
      month: 10
      day: 6
  language: en
  title: Learning Neural Acoustic Fields
  type: paper-conference
  URL: http://arxiv.org/abs/2204.00628

- id: MaNeuralPull2021
  accessed:
    - year: 2023
      month: 4
      day: 3
  author:
    - family: Ma
      given: Baorui
    - family: Han
      given: Zhizhong
    - family: Liu
      given: Yu-Shen
    - family: Zwicker
      given: Matthias
  citation-key: MaNeuralPull2021
  DOI: 10.48550/arXiv.2011.13495
  issued:
    - year: 2021
      month: 5
      day: 23
  publisher: arXiv
  title: >-
    Neural-Pull: Learning Signed Distance Functions from Point Clouds by
    Learning to Pull Space onto Surfaces
  type: paper-conference
  URL: http://arxiv.org/abs/2011.13495

- id: MeschederOccupancy2018
  accessed:
    - year: 2021
      month: 1
      day: 21
  author:
    - family: Mescheder
      given: Lars
    - family: Oechsle
      given: Michael
    - family: Niemeyer
      given: Michael
    - family: Nowozin
      given: Sebastian
    - family: Geiger
      given: Andreas
  citation-key: MeschederOccupancy2018
  issued:
    - year: 2018
      month: 12
      day: 10
  language: en
  title: 'Occupancy Networks: Learning 3D Reconstruction in Function Space'
  type: article-journal
  URL: https://arxiv.org/abs/1812.03828v2

- id: MildenhallNeRF2020
  accessed:
    - year: 2021
      month: 9
      day: 29
  author:
    - family: Mildenhall
      given: Ben
    - family: Srinivasan
      given: Pratul P.
    - family: Tancik
      given: Matthew
    - family: Barron
      given: Jonathan T.
    - family: Ramamoorthi
      given: Ravi
    - family: Ng
      given: Ren
  citation-key: MildenhallNeRF2020
  container-title: arXiv:2003.08934 [cs]
  issued:
    - year: 2020
      month: 8
      day: 3
  title: 'NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis'
  type: article-journal
  URL: http://arxiv.org/abs/2003.08934

- id: NavonEquivariant2023
  accessed:
    - year: 2023
      month: 7
      day: 2
  author:
    - family: Navon
      given: Aviv
    - family: Shamsian
      given: Aviv
    - family: Achituve
      given: Idan
    - family: Fetaya
      given: Ethan
    - family: Chechik
      given: Gal
    - family: Maron
      given: Haggai
  citation-key: NavonEquivariant2023
  issued:
    - year: 2023
      month: 5
      day: 31
  language: en
  number: arXiv:2301.12780
  publisher: arXiv
  title: Equivariant Architectures for Learning in Deep Weight Spaces
  type: article
  URL: http://arxiv.org/abs/2301.12780

- id: OrElStyleSDF2022
  author:
    - family: OrEl
      given: Roy
    - family: Luo
      given: Xuan
    - family: Shan
      given: Mengyi
    - family: Shechtman
      given: Eli
    - family: Park
      given: Jeong Joon
    - family: Kemelmacher-Shlizerman
      given: Ira
  citation-key: OrElStyleSDF2022
  container-title: 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
  DOI: 10.1109/CVPR52688.2022.01314
  event-title: 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
  ISSN: 2575-7075
  issued:
    - year: 2022
      month: 6
  page: 13493-13503
  title: 'StyleSDF: High-Resolution 3D-Consistent Image and Geometry Generation'
  type: paper-conference
  URL: http://arxiv.org/abs/2112.11427

- id: OrtizISDF2022
  accessed:
    - year: 2023
      month: 4
      day: 3
  author:
    - family: Ortiz
      given: Joseph
    - family: Clegg
      given: Alexander
    - family: Dong
      given: Jing
    - family: Sucar
      given: Edgar
    - family: Novotny
      given: David
    - family: Zollhoefer
      given: Michael
    - family: Mukadam
      given: Mustafa
  citation-key: OrtizISDF2022
  DOI: 10.48550/arXiv.2204.02296
  issued:
    - year: 2022
      month: 5
      day: 4
  publisher: arXiv
  title: 'iSDF: Real-Time Neural Signed Distance Fields for Robot Perception'
  type: paper-conference
  URL: http://arxiv.org/abs/2204.02296

- id: ParkDeepSDF2019
  accessed:
    - year: 2023
      month: 4
      day: 3
  author:
    - family: Park
      given: Jeong Joon
    - family: Florence
      given: Peter
    - family: Straub
      given: Julian
    - family: Newcombe
      given: Richard
    - family: Lovegrove
      given: Steven
  citation-key: ParkDeepSDF2019
  container-title: 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
  DOI: 10.1109/CVPR.2019.00025
  event-place: Long Beach, CA, USA
  event-title: 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
  ISBN: 978-1-72813-293-8
  issued:
    - year: 2019
      month: 6
  language: en
  page: 165-174
  publisher: IEEE
  publisher-place: Long Beach, CA, USA
  title: >-
    DeepSDF: Learning Continuous Signed Distance Functions for Shape
    Representation
  type: paper-conference
  URL: https://arxiv.org/abs/1901.05103v1

- id: SitzmannImplicit2020
  accessed:
    - year: 2020
      month: 8
      day: 20
  author:
    - family: Sitzmann
      given: Vincent
    - family: Martel
      given: Julien N. P.
    - family: Bergman
      given: Alexander W.
    - family: Lindell
      given: David B.
    - family: Wetzstein
      given: Gordon
  citation-key: SitzmannImplicit2020
  container-title: arXiv:2006.09661 [cs, eess]
  issued:
    - year: 2020
      month: 6
      day: 17
  title: Implicit Neural Representations with Periodic Activation Functions
  type: article-journal
  URL: http://arxiv.org/abs/2006.09661

- id: SitzmannScene2019
  accessed:
    - year: 2021
      month: 1
      day: 21
  author:
    - family: Sitzmann
      given: Vincent
    - family: Zollhoefer
      given: Michael
    - family: Wetzstein
      given: Gordon
  citation-key: SitzmannScene2019
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2019
  language: en
  page: 1121-1132
  title: >-
    Scene Representation Networks: Continuous 3D-Structure-Aware Neural Scene
    Representations
  type: article-journal
  URL: >-
    https://papers.nips.cc/paper/2019/hash/b5dc4e5d9b495d0196f61d45b26ef33e-Abstract.html
  volume: '32'

- id: StanleyCompositional2007
  accessed:
    - year: 2021
      month: 1
      day: 21
  author:
    - family: Stanley
      given: Kenneth O.
  citation-key: StanleyCompositional2007
  container-title: Genetic Programming and Evolvable Machines
  container-title-short: Genet Program Evolvable Mach
  DOI: 10.1007/s10710-007-9028-8
  ISSN: 1573-7632
  issue: '2'
  issued:
    - year: 2007
      month: 6
      day: 1
  language: en
  page: 131-162
  title: 'Compositional pattern producing networks: A novel abstraction of development'
  type: article-journal
  volume: '8'

- id: TakikawaNeural2021
  accessed:
    - year: 2023
      month: 4
      day: 3
  author:
    - family: Takikawa
      given: Towaki
    - family: Litalien
      given: Joey
    - family: Yin
      given: Kangxue
    - family: Kreis
      given: Karsten
    - family: Loop
      given: Charles
    - family: Nowrouzezahrai
      given: Derek
    - family: Jacobson
      given: Alec
    - family: McGuire
      given: Morgan
    - family: Fidler
      given: Sanja
  citation-key: TakikawaNeural2021
  DOI: 10.48550/arXiv.2101.10994
  issued:
    - year: 2021
      month: 1
      day: 26
  number: arXiv:2101.10994
  publisher: arXiv
  title: >-
    Neural Geometric Level of Detail: Real-time Rendering with Implicit 3D
    Shapes
  type: article
  URL: http://arxiv.org/abs/2101.10994

- id: TewariState2020
  accessed:
    - year: 2023
      month: 8
      day: 7
  author:
    - family: Tewari
      given: A.
    - family: Fried
      given: O.
    - family: Thies
      given: J.
    - family: Sitzmann
      given: V.
    - family: Lombardi
      given: S.
    - family: Sunkavalli
      given: K.
    - family: Martin-Brualla
      given: R.
    - family: Simon
      given: T.
    - family: Saragih
      given: J.
    - family: Nießner
      given: M.
    - family: Pandey
      given: R.
    - family: Fanello
      given: S.
    - family: Wetzstein
      given: G.
    - family: Zhu
      given: J.-Y.
    - family: Theobalt
      given: C.
    - family: Agrawala
      given: M.
    - family: Shechtman
      given: E.
    - family: Goldman
      given: D. B
    - family: Zollhöfer
      given: M.
  citation-key: TewariState2020
  container-title: Computer Graphics Forum
  DOI: 10.1111/cgf.14022
  ISSN: 1467-8659
  issue: '2'
  issued:
    - year: 2020
  language: en
  page: 701-727
  title: State of the Art on Neural Rendering
  type: article-journal
  URL: http://arxiv.org/abs/2004.03805
  volume: '39'

- id: TsuchidaSquared2023
  accessed:
    - year: 2024
      month: 4
      day: 3
  author:
    - family: Tsuchida
      given: Russell
    - family: Ong
      given: Cheng Soon
    - family: Sejdinovic
      given: Dino
  citation-key: TsuchidaSquared2023
  DOI: 10.48550/arXiv.2305.13552
  issued:
    - year: 2023
      month: 10
      day: 25
  number: arXiv:2305.13552
  publisher: arXiv
  title: 'Squared Neural Families: A New Class of Tractable Density Models'
  type: article
  URL: http://arxiv.org/abs/2305.13552

- id: XieNeural2022
  accessed:
    - year: 2023
      month: 8
      day: 7
  author:
    - family: Xie
      given: Yiheng
    - family: Takikawa
      given: Towaki
    - family: Saito
      given: Shunsuke
    - family: Litany
      given: Or
    - family: Yan
      given: Shiqin
    - family: Khan
      given: Numair
    - family: Tombari
      given: Federico
    - family: Tompkin
      given: James
    - family: Sitzmann
      given: Vincent
    - family: Sridhar
      given: Srinath
  citation-key: XieNeural2022
  container-title: Computer Graphics Forum
  DOI: 10.1111/cgf.14505
  ISSN: 1467-8659
  issue: '2'
  issued:
    - year: 2022
  language: en
  page: 641-676
  title: Neural Fields in Visual Computing and Beyond
  type: article-journal
  URL: http://arxiv.org/abs/2111.11426
  volume: '41'

- id: XuSignal2022
  accessed:
    - year: 2023
      month: 8
      day: 7
  author:
    - family: Xu
      given: Dejia
    - family: Wang
      given: Peihao
    - family: Jiang
      given: Yifan
    - family: Fan
      given: Zhiwen
    - family: Wang
      given: Zhangyang
  citation-key: XuSignal2022
  event-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2022
      month: 5
      day: 16
  language: en
  title: Signal Processing for Implicit Neural Representations
  type: paper-conference
  URL: http://arxiv.org/abs/2210.08772

- id: YarivVolume2021
  accessed:
    - year: 2023
      month: 8
      day: 7
  author:
    - family: Yariv
      given: Lior
    - family: Gu
      given: Jiatao
    - family: Kasten
      given: Yoni
    - family: Lipman
      given: Yaron
  citation-key: YarivVolume2021
  DOI: 10.48550/arXiv.2106.12052
  event-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2021
      month: 12
      day: 1
  publisher: arXiv
  title: Volume Rendering of Neural Implicit Surfaces
  type: paper-conference
  URL: http://arxiv.org/abs/2106.12052

- id: ZhuangDiffusion2022
  accessed:
    - year: 2023
      month: 7
      day: 17
  author:
    - family: Zhuang
      given: Peiye
    - family: Abnar
      given: Samira
    - family: Gu
      given: Jiatao
    - family: Schwing
      given: Alex
    - family: Susskind
      given: Joshua M.
    - family: Bautista
      given: Miguel Ángel
  citation-key: ZhuangDiffusion2022
  event-title: The Eleventh International Conference on Learning Representations
  issued:
    - year: 2022
      month: 9
      day: 29
  language: en
  title: Diffusion Probabilistic Fields
  type: paper-conference
  URL: https://openreview.net/forum?id=ik91mY-2GN

- id: ZhuNICESLAM2022
  author:
    - family: Zhu
      given: Zihan
    - family: Peng
      given: Songyou
    - family: Larsson
      given: Viktor
    - family: Xu
      given: Weiwei
  citation-key: ZhuNICESLAM2022
  issued:
    - year: 2022
  language: en
  page: '17'
  title: 'NICE-SLAM: Neural Implicit Scalable Encoding for SLAM'
  type: article-journal
...
