---
references:
- id: AjayConditional2023
  accessed:
    - year: 2023
      month: 7
      day: 16
  author:
    - family: Ajay
      given: Anurag
    - family: Du
      given: Yilun
    - family: Gupta
      given: Abhi
    - family: Tenenbaum
      given: Joshua
    - family: Jaakkola
      given: Tommi
    - family: Agrawal
      given: Pulkit
  citation-key: AjayConditional2023
  DOI: 10.48550/arXiv.2211.15657
  event-title: ICLR
  issued:
    - year: 2023
      month: 7
      day: 10
  publisher: arXiv
  title: Is Conditional Generative Modeling all you need for Decision-Making?
  type: paper-conference
  URL: http://arxiv.org/abs/2211.15657

- id: AlbergoBuilding2023
  accessed:
    - year: 2024
      month: 3
      day: 18
  author:
    - family: Albergo
      given: Michael S.
    - family: Vanden-Eijnden
      given: Eric
  citation-key: AlbergoBuilding2023
  DOI: 10.48550/arXiv.2209.15571
  event-title: ICLR
  issued:
    - year: 2023
      month: 3
      day: 9
  publisher: arXiv
  title: Building Normalizing Flows with Stochastic Interpolants
  type: paper-conference
  URL: http://arxiv.org/abs/2209.15571

- id: AlbergoStochastic2023
  accessed:
    - year: 2024
      month: 3
      day: 15
  author:
    - family: Albergo
      given: Michael S.
    - family: Goldstein
      given: Mark
    - family: Boffi
      given: Nicholas M.
    - family: Ranganath
      given: Rajesh
    - family: Vanden-Eijnden
      given: Eric
  citation-key: AlbergoStochastic2023
  DOI: 10.48550/arXiv.2310.03725
  issued:
    - year: 2023
      month: 12
      day: 15
  number: arXiv:2310.03725
  publisher: arXiv
  title: Stochastic interpolants with data-dependent couplings
  type: article
  URL: https://arxiv.org/abs/2310.03725

- id: AlbergoStochastic2023a
  accessed:
    - year: 2024
      month: 3
      day: 15
  author:
    - family: Albergo
      given: Michael S.
    - family: Boffi
      given: Nicholas M.
    - family: Vanden-Eijnden
      given: Eric
  citation-key: AlbergoStochastic2023a
  DOI: 10.48550/arXiv.2303.08797
  issued:
    - year: 2023
      month: 11
      day: 6
  number: arXiv:2303.08797
  publisher: arXiv
  title: 'Stochastic Interpolants: A Unifying Framework for Flows and Diffusions'
  type: article
  URL: https://arxiv.org/abs/2303.08797

- id: AndersonReversetime1982
  accessed:
    - year: 2022
      month: 9
      day: 24
  author:
    - family: Anderson
      given: Brian D. O.
  citation-key: AndersonReversetime1982
  container-title: Stochastic Processes and their Applications
  container-title-short: Stochastic Processes and their Applications
  DOI: 10.1016/0304-4149(82)90051-5
  ISSN: 0304-4149
  issue: '3'
  issued:
    - year: 1982
      month: 5
      day: 1
  language: en
  page: 313-326
  title: Reverse-time diffusion equation models
  type: article-journal
  URL: https://core.ac.uk/download/pdf/82826666.pdf
  volume: '12'

- id: ChoiILVR2021
  accessed:
    - year: 2024
      month: 4
      day: 22
  author:
    - family: Choi
      given: Jooyoung
    - family: Kim
      given: Sungwon
    - family: Jeong
      given: Yonghyun
    - family: Gwon
      given: Youngjune
    - family: Yoon
      given: Sungroh
  citation-key: ChoiILVR2021
  DOI: 10.48550/arXiv.2108.02938
  event-title: ICCV
  issued:
    - year: 2021
      month: 9
      day: 15
  publisher: arXiv
  title: 'ILVR: Conditioning Method for Denoising Diffusion Probabilistic Models'
  type: paper-conference
  URL: http://arxiv.org/abs/2108.02938

- id: ChouDiffusionSDF2023
  accessed:
    - year: 2024
      month: 4
      day: 22
  author:
    - family: Chou
      given: Gene
    - family: Bahat
      given: Yuval
    - family: Heide
      given: Felix
  citation-key: ChouDiffusionSDF2023
  DOI: 10.48550/arXiv.2211.13757
  issued:
    - year: 2023
      month: 3
      day: 16
  number: arXiv:2211.13757
  publisher: arXiv
  title: 'Diffusion-SDF: Conditional Generative Modeling of Signed Distance Functions'
  type: article
  URL: http://arxiv.org/abs/2211.13757

- id: ChungDiffusion2023
  accessed:
    - year: 2023
      month: 3
      day: 20
  author:
    - family: Chung
      given: Hyungjin
    - family: Kim
      given: Jeongsol
    - family: Mccann
      given: Michael T.
    - family: Klasky
      given: Marc L.
    - family: Ye
      given: Jong Chul
  citation-key: ChungDiffusion2023
  DOI: 10.48550/arXiv.2209.14687
  event-title: The Eleventh International Conference on Learning Representations
  issued:
    - year: 2023
      month: 2
      day: 26
  publisher: arXiv
  title: Diffusion Posterior Sampling for General Noisy Inverse Problems
  type: paper-conference
  URL: http://arxiv.org/abs/2209.14687

- id: DhariwalDiffusion2021
  accessed:
    - year: 2021
      month: 11
      day: 10
  author:
    - family: Dhariwal
      given: Prafulla
    - family: Nichol
      given: Alex
  citation-key: DhariwalDiffusion2021
  container-title: arXiv:2105.05233 [cs, stat]
  issued:
    - year: 2021
      month: 6
      day: 1
  title: Diffusion Models Beat GANs on Image Synthesis
  type: article-journal
  URL: http://arxiv.org/abs/2105.05233

- 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: DutordoirNeural2022
  accessed:
    - year: 2022
      month: 6
      day: 23
  author:
    - family: Dutordoir
      given: Vincent
    - family: Saul
      given: Alan
    - family: Ghahramani
      given: Zoubin
    - family: Simpson
      given: Fergus
  citation-key: DutordoirNeural2022
  DOI: 10.48550/arXiv.2206.03992
  issued:
    - year: 2022
      month: 6
      day: 8
  number: arXiv:2206.03992
  publisher: arXiv
  title: Neural Diffusion Processes
  type: article
  URL: http://arxiv.org/abs/2206.03992

- id: GraikosDiffusion2022
  accessed:
    - year: 2024
      month: 4
      day: 17
  author:
    - family: Graikos
      given: Alexandros
    - family: Malkin
      given: Nikolay
    - family: Jojic
      given: Nebojsa
    - family: Samaras
      given: Dimitris
  citation-key: GraikosDiffusion2022
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2022
      month: 12
      day: 6
  language: en
  page: 14715-14728
  title: Diffusion Models as Plug-and-Play Priors
  type: article-journal
  URL: >-
    https://proceedings.neurips.cc/paper_files/paper/2022/hash/5e6cec2a9520708381fe520246018e8b-Abstract-Conference.html
  volume: '35'

- id: GrechkaGradPaint2024
  accessed:
    - year: 2024
      month: 4
      day: 22
  author:
    - family: Grechka
      given: Asya
    - family: Couairon
      given: Guillaume
    - family: Cord
      given: Matthieu
  citation-key: GrechkaGradPaint2024
  container-title: Computer Vision and Image Understanding
  container-title-short: Computer Vision and Image Understanding
  DOI: 10.1016/j.cviu.2024.103928
  ISSN: 1077-3142
  issued:
    - year: 2024
      month: 3
      day: 1
  page: '103928'
  title: 'GradPaint: Gradient-guided inpainting with diffusion models'
  type: article-journal
  URL: http://arxiv.org/abs/2309.09614
  volume: '240'

- id: GuoDiffusion2024
  accessed:
    - year: 2024
      month: 4
      day: 17
  author:
    - family: Guo
      given: Zhiye
    - family: Liu
      given: Jian
    - family: Wang
      given: Yanli
    - family: Chen
      given: Mengrui
    - family: Wang
      given: Duolin
    - family: Xu
      given: Dong
    - family: Cheng
      given: Jianlin
  citation-key: GuoDiffusion2024
  container-title: Nature Reviews Bioengineering
  container-title-short: Nat Rev Bioeng
  DOI: 10.1038/s44222-023-00114-9
  ISSN: 2731-6092
  issue: '2'
  issued:
    - year: 2024
      month: 2
  language: en
  page: 136-154
  publisher: Nature Publishing Group
  title: Diffusion models in bioinformatics and computational biology
  type: article-journal
  volume: '2'

- id: HanCARD2022
  accessed:
    - year: 2022
      month: 6
      day: 23
  author:
    - family: Han
      given: Xizewen
    - family: Zheng
      given: Huangjie
    - family: Zhou
      given: Mingyuan
  citation-key: HanCARD2022
  DOI: 10.48550/arXiv.2206.07275
  issued:
    - year: 2022
      month: 6
      day: 14
  number: arXiv:2206.07275
  publisher: arXiv
  title: 'CARD: Classification and Regression Diffusion Models'
  type: article
  URL: http://arxiv.org/abs/2206.07275

- id: HoDenoising2020
  accessed:
    - year: 2021
      month: 11
      day: 10
  author:
    - family: Ho
      given: Jonathan
    - family: Jain
      given: Ajay
    - family: Abbeel
      given: Pieter
  citation-key: HoDenoising2020
  container-title: arXiv:2006.11239 [cs, stat]
  issued:
    - year: 2020
      month: 12
      day: 16
  title: Denoising Diffusion Probabilistic Models
  type: article-journal
  URL: http://arxiv.org/abs/2006.11239

- id: HoogeboomAutoregressive2021
  accessed:
    - year: 2021
      month: 11
      day: 10
  author:
    - family: Hoogeboom
      given: Emiel
    - family: Gritsenko
      given: Alexey A.
    - family: Bastings
      given: Jasmijn
    - family: Poole
      given: Ben
    - family: Berg
      given: Rianne
      dropping-particle: van den
    - family: Salimans
      given: Tim
  citation-key: HoogeboomAutoregressive2021
  container-title: arXiv:2110.02037 [cs, stat]
  issued:
    - year: 2021
      month: 10
      day: 5
  title: Autoregressive Diffusion Models
  type: article-journal
  URL: http://arxiv.org/abs/2110.02037

- id: HyvarinenEstimation2005
  author:
    - family: Hyvärinen
      given: Aapo
  citation-key: HyvarinenEstimation2005
  container-title: The Journal of Machine Learning Research
  container-title-short: J. Mach. Learn. Res.
  ISSN: 1532-4435
  issued:
    - year: 2005
      month: 12
      day: 1
  page: 695–709
  title: Estimation of Non-Normalized Statistical Models by Score Matching
  type: article-journal
  URL: http://jmlr.org/papers/v6/hyvarinen05a.html
  volume: '6'

- id: JalalRobust2021
  accessed:
    - year: 2022
      month: 9
      day: 24
  author:
    - family: Jalal
      given: Ajil
    - family: Arvinte
      given: Marius
    - family: Daras
      given: Giannis
    - family: Price
      given: Eric
    - family: Dimakis
      given: Alexandros G
    - family: Tamir
      given: Jon
  citation-key: JalalRobust2021
  container-title: Advances in Neural Information Processing Systems
  event-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2021
  page: 14938–14954
  publisher: Curran Associates, Inc.
  title: Robust Compressed Sensing MRI with Deep Generative Priors
  type: paper-conference
  URL: https://openreview.net/forum?id=wHoIjrT6MMb
  volume: '34'

- id: JolicoeurMartineauAdversarial2022
  accessed:
    - year: 2022
      month: 9
      day: 24
  author:
    - family: Jolicoeur-Martineau
      given: Alexia
    - family: Piché-Taillefer
      given: Rémi
    - family: Mitliagkas
      given: Ioannis
    - family: Combes
      given: Remi Tachet
      dropping-particle: des
  citation-key: JolicoeurMartineauAdversarial2022
  event-title: International Conference on Learning Representations
  issued:
    - year: 2022
      month: 2
      day: 10
  language: en
  title: Adversarial score matching and improved sampling for image generation
  type: paper-conference
  URL: https://openreview.net/forum?id=eLfqMl3z3lq

- id: JoScorebased2022
  accessed:
    - year: 2024
      month: 4
      day: 17
  author:
    - family: Jo
      given: Jaehyeong
    - family: Lee
      given: Seul
    - family: Hwang
      given: Sung Ju
  citation-key: JoScorebased2022
  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: 10362-10383
  publisher: PMLR
  title: >-
    Score-based Generative Modeling of Graphs via the System of Stochastic
    Differential Equations
  type: paper-conference
  URL: https://proceedings.mlr.press/v162/jo22a.html

- id: KawarDenoising2022
  accessed:
    - year: 2024
      month: 4
      day: 22
  author:
    - family: Kawar
      given: Bahjat
    - family: Elad
      given: Michael
    - family: Ermon
      given: Stefano
    - family: Song
      given: Jiaming
  citation-key: KawarDenoising2022
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2022
      month: 12
      day: 6
  language: en
  page: 23593-23606
  title: Denoising Diffusion Restoration Models
  type: article-journal
  URL: >-
    https://proceedings.neurips.cc/paper_files/paper/2022/hash/95504595b6169131b6ed6cd72eb05616-Abstract-Conference.html
  volume: '35'

- id: LipmanFlow2023
  accessed:
    - year: 2024
      month: 3
      day: 18
  author:
    - family: Lipman
      given: Yaron
    - family: Chen
      given: Ricky T. Q.
    - family: Ben-Hamu
      given: Heli
    - family: Nickel
      given: Maximilian
    - family: Le
      given: Matt
  citation-key: LipmanFlow2023
  DOI: 10.48550/arXiv.2210.02747
  issued:
    - year: 2023
      month: 2
      day: 8
  number: arXiv:2210.02747
  publisher: arXiv
  title: Flow Matching for Generative Modeling
  type: article
  URL: http://arxiv.org/abs/2210.02747

- id: LiSPDDDPM2024
  accessed:
    - year: 2024
      month: 4
      day: 22
  author:
    - family: Li
      given: Yunchen
    - family: Yu
      given: Zhou
    - family: He
      given: Gaoqi
    - family: Shen
      given: Yunhang
    - family: Li
      given: Ke
    - family: Sun
      given: Xing
    - family: Lin
      given: Shaohui
  citation-key: LiSPDDDPM2024
  container-title: Proceedings of the AAAI Conference on Artificial Intelligence
  DOI: 10.1609/aaai.v38i12.29276
  ISSN: 2374-3468
  issue: '12'
  issued:
    - year: 2024
      month: 3
      day: 24
  language: en
  number: '12'
  page: 13709-13717
  title: >-
    SPD-DDPM: Denoising Diffusion Probabilistic Models in the Symmetric Positive
    Definite Space
  type: article-journal
  URL: https://ojs.aaai.org/index.php/AAAI/article/view/29276
  volume: '38'

- id: LiuGenPhys2023
  accessed:
    - year: 2023
      month: 9
      day: 28
  author:
    - family: Liu
      given: Ziming
    - family: Luo
      given: Di
    - family: Xu
      given: Yilun
    - family: Jaakkola
      given: Tommi
    - family: Tegmark
      given: Max
  citation-key: LiuGenPhys2023
  DOI: 10.48550/arXiv.2304.02637
  issued:
    - year: 2023
      month: 4
      day: 5
  number: arXiv:2304.02637
  publisher: arXiv
  title: 'GenPhys: From Physical Processes to Generative Models'
  type: article
  URL: http://arxiv.org/abs/2304.02637

- id: LiuImage2023
  accessed:
    - year: 2024
      month: 4
      day: 22
  author:
    - family: Liu
      given: Anji
    - family: Niepert
      given: Mathias
    - family: Broeck
      given: Guy Van
      dropping-particle: den
  citation-key: LiuImage2023
  DOI: 10.48550/arXiv.2401.03349
  issued:
    - year: 2023
      month: 11
      day: 28
  number: arXiv:2401.03349
  publisher: arXiv
  title: Image Inpainting via Tractable Steering of Diffusion Models
  type: article
  URL: http://arxiv.org/abs/2401.03349

- id: LugmayrRePaint2022
  accessed:
    - year: 2024
      month: 4
      day: 22
  author:
    - family: Lugmayr
      given: Andreas
    - family: Danelljan
      given: Martin
    - family: Romero
      given: Andres
    - family: Yu
      given: Fisher
    - family: Timofte
      given: Radu
    - family: Van Gool
      given: Luc
  citation-key: LugmayrRePaint2022
  container-title: 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
  DOI: 10.1109/CVPR52688.2022.01117
  event-place: New Orleans, LA, USA
  event-title: 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
  ISBN: 978-1-66546-946-3
  issued:
    - year: 2022
      month: 6
  language: en
  page: 11451-11461
  publisher: IEEE
  publisher-place: New Orleans, LA, USA
  title: 'RePaint: Inpainting using Denoising Diffusion Probabilistic Models'
  type: paper-conference
  URL: http://arxiv.org/abs/2201.09865

- id: McAllesterMathematics2023
  accessed:
    - year: 2023
      month: 2
      day: 7
  author:
    - family: McAllester
      given: David
  citation-key: McAllesterMathematics2023
  DOI: 10.48550/arXiv.2301.11108
  issued:
    - year: 2023
      month: 1
      day: 25
  number: arXiv:2301.11108
  publisher: arXiv
  title: On the Mathematics of Diffusion Models
  type: article
  URL: http://arxiv.org/abs/2301.11108

- id: NairATDDPM2023
  accessed:
    - year: 2024
      month: 4
      day: 22
  author:
    - family: Nair
      given: Nithin Gopalakrishnan
    - family: Mei
      given: Kangfu
    - family: Patel
      given: Vishal M.
  citation-key: NairATDDPM2023
  event-title: >-
    Proceedings of the IEEE/CVF Winter Conference on Applications of Computer
    Vision
  issued:
    - year: 2023
  language: en
  page: 3434-3443
  title: >-
    AT-DDPM: Restoring Faces Degraded by Atmospheric Turbulence Using Denoising
    Diffusion Probabilistic Models
  type: paper-conference
  URL: >-
    https://openaccess.thecvf.com/content/WACV2023/html/Nair_AT-DDPM_Restoring_Faces_Degraded_by_Atmospheric_Turbulence_Using_Denoising_Diffusion_WACV_2023_paper.html

- id: NicholImproved2021
  accessed:
    - year: 2024
      month: 4
      day: 22
  author:
    - family: Nichol
      given: Alexander Quinn
    - family: Dhariwal
      given: Prafulla
  citation-key: NicholImproved2021
  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: 8162-8171
  publisher: PMLR
  title: Improved Denoising Diffusion Probabilistic Models
  type: paper-conference
  URL: https://arxiv.org/abs/2102.09672

- id: OkhotinStarShaped2023
  accessed:
    - year: 2024
      month: 4
      day: 22
  author:
    - family: Okhotin
      given: Andrey
    - family: Molchanov
      given: Dmitry
    - family: Vladimir
      given: Arkhipkin
    - family: Bartosh
      given: Grigory
    - family: Ohanesian
      given: Viktor
    - family: Alanov
      given: Aibek
    - family: Vetrov
      given: Dmitry P.
  citation-key: OkhotinStarShaped2023
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2023
      month: 12
      day: 15
  language: en
  page: 10038-10067
  title: Star-Shaped Denoising Diffusion Probabilistic Models
  type: article-journal
  URL: >-
    https://proceedings.neurips.cc/paper_files/paper/2023/hash/1fcefa894924bb1688041b7a26fb8aea-Abstract-Conference.html
  volume: '36'

- id: PangImproved2024
  accessed:
    - year: 2024
      month: 4
      day: 23
  author:
    - family: Pang
      given: Yun
    - family: Mao
      given: Jiawei
    - family: He
      given: Libo
    - family: Lin
      given: Hong
    - family: Qiang
      given: Zhenping
  citation-key: PangImproved2024
  container-title: IEEE Access
  DOI: 10.1109/ACCESS.2024.3349423
  ISSN: 2169-3536
  issued:
    - year: 2024
  page: 3581-3596
  title: >-
    An Improved Face Image Restoration Method Based on Denoising Diffusion
    Probabilistic Models
  type: article-journal
  volume: '12'

- id: PascualFullband2022
  accessed:
    - year: 2022
      month: 11
      day: 8
  author:
    - family: Pascual
      given: Santiago
    - family: Bhattacharya
      given: Gautam
    - family: Yeh
      given: Chunghsin
    - family: Pons
      given: Jordi
    - family: Serrà
      given: Joan
  citation-key: PascualFullband2022
  DOI: 10.48550/arXiv.2210.14661
  issued:
    - year: 2022
      month: 10
      day: 26
  number: arXiv:2210.14661
  publisher: arXiv
  title: Full-band General Audio Synthesis with Score-based Diffusion
  type: article
  URL: http://arxiv.org/abs/2210.14661

- id: PengCBCTBased2024
  accessed:
    - year: 2024
      month: 4
      day: 22
  author:
    - family: Peng
      given: Junbo
    - family: Qiu
      given: Richard L. J.
    - family: Wynne
      given: Jacob F.
    - family: Chang
      given: Chih-Wei
    - family: Pan
      given: Shaoyan
    - family: Wang
      given: Tonghe
    - family: Roper
      given: Justin
    - family: Liu
      given: Tian
    - family: Patel
      given: Pretesh R.
    - family: Yu
      given: David S.
    - family: Yang
      given: Xiaofeng
  citation-key: PengCBCTBased2024
  container-title: Medical Physics
  DOI: 10.1002/mp.16704
  ISSN: 0094-2405
  issue: '3'
  issued:
    - year: 2024
      month: 3
  page: 1847-1859
  publisher: John Wiley & Sons, Ltd
  title: >-
    CBCT-Based synthetic CT image generation using conditional denoising
    diffusion probabilistic model
  type: article-journal
  volume: '51'

- id: PreechakulDiffusion2022
  accessed:
    - year: 2023
      month: 12
      day: 6
  author:
    - family: Preechakul
      given: Konpat
    - family: Chatthee
      given: Nattanat
    - family: Wizadwongsa
      given: Suttisak
    - family: Suwajanakorn
      given: Supasorn
  citation-key: PreechakulDiffusion2022
  event-title: >-
    Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern
    Recognition
  issued:
    - year: 2022
  language: en
  page: 10619-10629
  title: 'Diffusion Autoencoders: Toward a Meaningful and Decodable Representation'
  type: paper-conference
  URL: https://arxiv.org/abs/2111.15640

- id: RadfordLearning2021
  accessed:
    - year: 2023
      month: 12
      day: 6
  author:
    - family: Radford
      given: Alec
    - family: Kim
      given: Jong Wook
    - family: Hallacy
      given: Chris
    - family: Ramesh
      given: Aditya
    - family: Goh
      given: Gabriel
    - family: Agarwal
      given: Sandhini
    - family: Sastry
      given: Girish
    - family: Askell
      given: Amanda
    - family: Mishkin
      given: Pamela
    - family: Clark
      given: Jack
    - family: Krueger
      given: Gretchen
    - family: Sutskever
      given: Ilya
  citation-key: RadfordLearning2021
  DOI: 10.48550/arXiv.2103.00020
  issued:
    - year: 2021
      month: 2
      day: 26
  number: arXiv:2103.00020
  publisher: arXiv
  title: Learning Transferable Visual Models From Natural Language Supervision
  type: article
  URL: http://arxiv.org/abs/2103.00020

- id: SharrockSequential2022
  accessed:
    - year: 2023
      month: 3
      day: 20
  author:
    - family: Sharrock
      given: Louis
    - family: Simons
      given: Jack
    - family: Liu
      given: Song
    - family: Beaumont
      given: Mark
  citation-key: SharrockSequential2022
  DOI: 10.48550/arXiv.2210.04872
  issued:
    - year: 2022
      month: 11
      day: 21
  number: arXiv:2210.04872
  publisher: arXiv
  title: >-
    Sequential Neural Score Estimation: Likelihood-Free Inference with
    Conditional Score Based Diffusion Models
  type: article
  URL: http://arxiv.org/abs/2210.04872

- id: ShimDiffusionBased2023
  accessed:
    - year: 2024
      month: 4
      day: 22
  author:
    - family: Shim
      given: Jaehyeok
    - family: Kang
      given: Changwoo
    - family: Joo
      given: Kyungdon
  citation-key: ShimDiffusionBased2023
  container-title: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
  DOI: 10.1109/CVPR52729.2023.02001
  event-place: Vancouver, BC, Canada
  event-title: 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
  ISBN: '9798350301298'
  issued:
    - year: 2023
      month: 6
  language: en
  page: 20887-20897
  publisher: IEEE
  publisher-place: Vancouver, BC, Canada
  title: Diffusion-Based Signed Distance Fields for 3D Shape Generation
  type: paper-conference

- id: SohlDicksteinDeep2015
  accessed:
    - year: 2021
      month: 11
      day: 10
  author:
    - family: Sohl-Dickstein
      given: Jascha
    - family: Weiss
      given: Eric A.
    - family: Maheswaranathan
      given: Niru
    - family: Ganguli
      given: Surya
  citation-key: SohlDicksteinDeep2015
  container-title: arXiv:1503.03585 [cond-mat, q-bio, stat]
  issued:
    - year: 2015
      month: 11
      day: 18
  title: Deep Unsupervised Learning using Nonequilibrium Thermodynamics
  type: article-journal
  URL: http://arxiv.org/abs/1503.03585

- id: SongDenoising2021
  accessed:
    - year: 2021
      month: 11
      day: 10
  author:
    - family: Song
      given: Jiaming
    - family: Meng
      given: Chenlin
    - family: Ermon
      given: Stefano
  citation-key: SongDenoising2021
  container-title: arXiv:2010.02502 [cs]
  issued:
    - year: 2021
      month: 11
      day: 3
  title: Denoising Diffusion Implicit Models
  type: article-journal
  URL: http://arxiv.org/abs/2010.02502

- id: SongGenerative2020
  accessed:
    - year: 2022
      month: 9
      day: 24
  author:
    - family: Song
      given: Yang
    - family: Ermon
      given: Stefano
  citation-key: SongGenerative2020
  container-title: Advances In Neural Information Processing Systems
  DOI: 10.48550/arXiv.1907.05600
  event-title: NeurIPS
  issued:
    - year: 2020
      month: 10
      day: 10
  publisher: arXiv
  title: Generative Modeling by Estimating Gradients of the Data Distribution
  type: paper-conference
  URL: http://arxiv.org/abs/1907.05600

- id: SongImproved2020
  accessed:
    - year: 2022
      month: 9
      day: 24
  author:
    - family: Song
      given: Yang
    - family: Ermon
      given: Stefano
  citation-key: SongImproved2020
  container-title: Advances In Neural Information Processing Systems
  DOI: 10.48550/arXiv.2006.09011
  event-title: NeurIPS
  issued:
    - year: 2020
      month: 10
      day: 23
  publisher: arXiv
  title: Improved Techniques for Training Score-Based Generative Models
  type: paper-conference
  URL: http://arxiv.org/abs/2006.09011

- id: SongMaximum2021
  accessed:
    - year: 2022
      month: 9
      day: 24
  author:
    - family: Song
      given: Yang
    - family: Durkan
      given: Conor
    - family: Murray
      given: Iain
    - family: Ermon
      given: Stefano
  citation-key: SongMaximum2021
  container-title: Advances in Neural Information Processing Systems
  event-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2021
      month: 10
      day: 24
  language: en
  title: Maximum Likelihood Training of Score-Based Diffusion Models
  type: paper-conference
  URL: http://arxiv.org/abs/2101.09258

- id: SongScoreBased2020
  accessed:
    - year: 2023
      month: 11
      day: 15
  author:
    - family: Song
      given: Yang
    - family: Sohl-Dickstein
      given: Jascha
    - family: Kingma
      given: Diederik P.
    - family: Kumar
      given: Abhishek
    - family: Ermon
      given: Stefano
    - family: Poole
      given: Ben
  citation-key: SongScoreBased2020
  event-title: International Conference on Learning Representations
  issued:
    - year: 2020
      month: 10
      day: 2
  language: en
  title: Score-Based Generative Modeling through Stochastic Differential Equations
  type: paper-conference
  URL: https://openreview.net/forum?id=PxTIG12RRHS

- id: SongScoreBased2022
  accessed:
    - year: 2022
      month: 9
      day: 24
  author:
    - family: Song
      given: Yang
    - family: Sohl-Dickstein
      given: Jascha
    - family: Kingma
      given: Diederik P.
    - family: Kumar
      given: Abhishek
    - family: Ermon
      given: Stefano
    - family: Poole
      given: Ben
  citation-key: SongScoreBased2022
  event-title: International Conference on Learning Representations
  issued:
    - year: 2022
      month: 2
      day: 10
  language: en
  title: Score-Based Generative Modeling through Stochastic Differential Equations
  type: paper-conference
  URL: https://openreview.net/forum?id=PxTIG12RRHS

- id: SongSliced2019
  accessed:
    - year: 2022
      month: 9
      day: 21
  author:
    - family: Song
      given: Yang
    - family: Garg
      given: Sahaj
    - family: Shi
      given: Jiaxin
    - family: Ermon
      given: Stefano
  citation-key: SongSliced2019
  DOI: 10.48550/arXiv.1905.07088
  issued:
    - year: 2019
      month: 6
      day: 27
  number: arXiv:1905.07088
  publisher: arXiv
  title: 'Sliced Score Matching: A Scalable Approach to Density and Score Estimation'
  type: article
  URL: http://arxiv.org/abs/1905.07088

- id: SongSolving2022
  accessed:
    - year: 2022
      month: 9
      day: 24
  author:
    - family: Song
      given: Yang
    - family: Shen
      given: Liyue
    - family: Xing
      given: Lei
    - family: Ermon
      given: Stefano
  citation-key: SongSolving2022
  event-title: ICLR
  issued:
    - year: 2022
      month: 6
      day: 15
  language: en
  publisher: arXiv
  title: >-
    Solving Inverse Problems in Medical Imaging with Score-Based Generative
    Models
  type: paper-conference
  URL: http://arxiv.org/abs/2111.08005

- id: SuiAdaptive2024
  accessed:
    - year: 2024
      month: 4
      day: 22
  author:
    - family: Sui
      given: Jialu
    - family: Ma
      given: Xianping
    - family: Zhang
      given: Xiaokang
    - family: Pun
      given: Man-On
  citation-key: SuiAdaptive2024
  DOI: 10.48550/arXiv.2403.11078
  issued:
    - year: 2024
      month: 3
      day: 17
  number: arXiv:2403.11078
  publisher: arXiv
  title: >-
    Adaptive Semantic-Enhanced Denoising Diffusion Probabilistic Model for
    Remote Sensing Image Super-Resolution
  type: article
  URL: http://arxiv.org/abs/2403.11078

- id: SwerskyAutoencoders2011
  author:
    - family: Swersky
      given: Kevin
    - family: Ranzato
      given: Marc'Aurelio
    - family: Buchman
      given: David
    - family: Freitas
      given: Nando D.
    - family: Marlin
      given: Benjamin M.
  citation-key: SwerskyAutoencoders2011
  container-title: >-
    Proceedings of the 28th international conference on machine learning
    (ICML-11)
  issued:
    - year: 2011
  page: 1201–1208
  title: On autoencoders and score matching for energy based models
  type: paper-conference

- id: TorresNovo2022
  accessed:
    - year: 2023
      month: 5
      day: 25
  author:
    - family: Torres
      given: Susana Vázquez
    - family: Leung
      given: Philip J. Y.
    - family: Lutz
      given: Isaac D.
    - family: Venkatesh
      given: Preetham
    - family: Watson
      given: Joseph L.
    - family: Hink
      given: Fabian
    - family: Huynh
      given: Huu-Hien
    - family: Yeh
      given: Andy Hsien-Wei
    - family: Juergens
      given: David
    - family: Bennett
      given: Nathaniel R.
    - family: Hoofnagle
      given: Andrew N.
    - family: Huang
      given: Eric
    - family: MacCoss
      given: Michael J.
    - family: Expòsit
      given: Marc
    - family: Lee
      given: Gyu Rie
    - family: Levine
      given: Paul M.
    - family: Li
      given: Xinting
    - family: Lamb
      given: Mila
    - family: Korkmaz
      given: Elif Nihal
    - family: Nivala
      given: Jeff
    - family: Stewart
      given: Lance
    - family: Rogers
      given: Joseph M.
    - family: Baker
      given: David
  citation-key: TorresNovo2022
  DOI: 10.1101/2022.12.10.519862
  issued:
    - year: 2022
      month: 12
      day: 15
  language: en
  page: 2022.12.10.519862
  publisher: bioRxiv
  section: New Results
  title: >-
    De novo design of high-affinity protein binders to bioactive helical
    peptides
  type: article
  URL: https://www.biorxiv.org/content/10.1101/2022.12.10.519862v4

- id: TzenNeural2019
  accessed:
    - year: 2024
      month: 3
      day: 15
  author:
    - family: Tzen
      given: Belinda
    - family: Raginsky
      given: Maxim
  citation-key: TzenNeural2019
  DOI: 10.48550/arXiv.1905.09883
  issued:
    - year: 2019
      month: 10
      day: 27
  number: arXiv:1905.09883
  publisher: arXiv
  title: >-
    Neural Stochastic Differential Equations: Deep Latent Gaussian Models in the
    Diffusion Limit
  type: article
  URL: http://arxiv.org/abs/1905.09883

- id: TzenTheoretical2019
  accessed:
    - year: 2024
      month: 3
      day: 15
  author:
    - family: Tzen
      given: Belinda
    - family: Raginsky
      given: Maxim
  citation-key: TzenTheoretical2019
  container-title: Proceedings of the Thirty-Second Conference on Learning Theory
  event-title: Conference on Learning Theory
  ISSN: 2640-3498
  issued:
    - year: 2019
      month: 6
      day: 25
  language: en
  page: 3084-3114
  publisher: PMLR
  title: >-
    Theoretical guarantees for sampling and inference in generative models with
    latent diffusions
  type: paper-conference
  URL: https://proceedings.mlr.press/v99/tzen19a.html

- id: VincentConnection2011
  author:
    - family: Vincent
      given: Pascal
  citation-key: VincentConnection2011
  container-title: Neural Computation
  container-title-short: Neural Comput
  DOI: 10.1162/NECO_a_00142
  ISSN: 1530-888X
  issue: '7'
  issued:
    - year: 2011
      month: 7
  language: eng
  page: 1661-1674
  PMID: '21492012'
  title: A connection between score matching and denoising autoencoders
  type: article-journal
  volume: '23'

- id: WatsonBroadly2022
  accessed:
    - year: 2023
      month: 5
      day: 25
  author:
    - family: Watson
      given: Joseph L.
    - family: Juergens
      given: David
    - family: Bennett
      given: Nathaniel R.
    - family: Trippe
      given: Brian L.
    - family: Yim
      given: Jason
    - family: Eisenach
      given: Helen E.
    - family: Ahern
      given: Woody
    - family: Borst
      given: Andrew J.
    - family: Ragotte
      given: Robert J.
    - family: Milles
      given: Lukas F.
    - family: Wicky
      given: Basile I. M.
    - family: Hanikel
      given: Nikita
    - family: Pellock
      given: Samuel J.
    - family: Courbet
      given: Alexis
    - family: Sheffler
      given: William
    - family: Wang
      given: Jue
    - family: Venkatesh
      given: Preetham
    - family: Sappington
      given: Isaac
    - family: Torres
      given: Susana Vázquez
    - family: Lauko
      given: Anna
    - family: Bortoli
      given: Valentin De
    - family: Mathieu
      given: Emile
    - family: Barzilay
      given: Regina
    - family: Jaakkola
      given: Tommi S.
    - family: DiMaio
      given: Frank
    - family: Baek
      given: Minkyung
    - family: Baker
      given: David
  citation-key: WatsonBroadly2022
  DOI: 10.1101/2022.12.09.519842
  issued:
    - year: 2022
      month: 12
      day: 14
  language: en
  page: 2022.12.09.519842
  publisher: bioRxiv
  section: New Results
  title: >-
    Broadly applicable and accurate protein design by integrating structure
    prediction networks and diffusion generative models
  type: article
  URL: https://www.biorxiv.org/content/10.1101/2022.12.09.519842v2

- id: WuPractical2023
  accessed:
    - year: 2024
      month: 4
      day: 22
  author:
    - family: Wu
      given: Luhuan
    - family: Trippe
      given: Brian L.
    - family: Naesseth
      given: Christian A.
    - family: Blei
      given: David
    - family: Cunningham
      given: John Patrick
  citation-key: WuPractical2023
  event-title: Thirty-seventh Conference on Neural Information Processing Systems
  issued:
    - year: 2023
      month: 11
      day: 2
  language: en
  title: Practical and Asymptotically Exact Conditional Sampling in Diffusion Models
  type: paper-conference
  URL: http://arxiv.org/abs/2306.17775

- id: XieMeasurementConditioned2022
  author:
    - family: Xie
      given: Yutong
    - family: Li
      given: Quanzheng
  citation-key: XieMeasurementConditioned2022
  container-title: Medical Image Computing and Computer Assisted Intervention – MICCAI 2022
  DOI: 10.1007/978-3-031-16446-0_62
  editor:
    - family: Wang
      given: Linwei
    - family: Dou
      given: Qi
    - family: Fletcher
      given: P. Thomas
    - family: Speidel
      given: Stefanie
    - family: Li
      given: Shuo
  event-place: Cham
  ISBN: 978-3-031-16446-0
  issued:
    - year: 2022
  language: en
  page: 655-664
  publisher: Springer Nature Switzerland
  publisher-place: Cham
  title: "Measurement-Conditioned Denoising Diffusion Probabilistic Model for\_Under-Sampled Medical Image Reconstruction"
  type: paper-conference

- id: XuDualDiffusion2023
  accessed:
    - year: 2024
      month: 4
      day: 23
  author:
    - family: Xu
      given: Mengze
    - family: Ma
      given: Jie
    - family: Zhu
      given: Yuanyuan
  citation-key: XuDualDiffusion2023
  container-title: IEEE Geoscience and Remote Sensing Letters
  DOI: 10.1109/LGRS.2023.3304418
  ISSN: 1558-0571
  issued:
    - year: 2023
  page: 1-5
  title: >-
    Dual-Diffusion: Dual Conditional Denoising Diffusion Probabilistic Models
    for Blind Super-Resolution Reconstruction in RSIs
  type: article-journal
  volume: '20'

- id: XuPFGM2023
  accessed:
    - year: 2023
      month: 9
      day: 28
  author:
    - family: Xu
      given: Yilun
    - family: Liu
      given: Ziming
    - family: Tian
      given: Yonglong
    - family: Tong
      given: Shangyuan
    - family: Tegmark
      given: Max
    - family: Jaakkola
      given: Tommi S.
  citation-key: XuPFGM2023
  issued:
    - year: 2023
      month: 6
      day: 15
  language: en
  title: 'PFGM++: Unlocking the Potential of Physics-Inspired Generative Models'
  type: paper-conference
  URL: https://openreview.net/forum?id=wmgyO9RZhy

- id: XuPoisson2022
  accessed:
    - year: 2023
      month: 9
      day: 28
  author:
    - family: Xu
      given: Yilun
    - family: Liu
      given: Ziming
    - family: Tegmark
      given: Max
    - family: Jaakkola
      given: Tommi S.
  citation-key: XuPoisson2022
  container-title: Advances in Neural Information Processing Systems
  event-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2022
      month: 5
      day: 16
  language: en
  title: Poisson Flow Generative Models
  type: paper-conference
  URL: https://openreview.net/forum?id=voV_TRqcWh

- id: YangDiffusion2022
  accessed:
    - year: 2022
      month: 9
      day: 23
  author:
    - family: Yang
      given: Ling
    - family: Zhang
      given: Zhilong
    - family: Hong
      given: Shenda
    - family: Xu
      given: Runsheng
    - family: Zhao
      given: Yue
    - family: Shao
      given: Yingxia
    - family: Zhang
      given: Wentao
    - family: Yang
      given: Ming-Hsuan
    - family: Cui
      given: Bin
  citation-key: YangDiffusion2022
  DOI: 10.48550/arXiv.2209.00796
  issued:
    - year: 2022
      month: 9
      day: 14
  number: arXiv:2209.00796
  publisher: arXiv
  title: 'Diffusion Models: A Comprehensive Survey of Methods and Applications'
  type: article
  URL: http://arxiv.org/abs/2209.00796

- id: YangDiffusion2023
  accessed:
    - year: 2024
      month: 4
      day: 17
  author:
    - family: Yang
      given: Ling
    - family: Zhang
      given: Zhilong
    - family: Song
      given: Yang
    - family: Hong
      given: Shenda
    - family: Xu
      given: Runsheng
    - family: Zhao
      given: Yue
    - family: Zhang
      given: Wentao
    - family: Cui
      given: Bin
    - family: Yang
      given: Ming-Hsuan
  citation-key: YangDiffusion2023
  container-title: ACM Computing Surveys
  container-title-short: ACM Comput. Surv.
  DOI: 10.1145/3626235
  ISSN: 0360-0300
  issue: '4'
  issued:
    - year: 2023
      month: 11
      day: 9
  page: 105:1–105:39
  title: 'Diffusion Models: A Comprehensive Survey of Methods and Applications'
  type: article-journal
  volume: '56'

- id: ZamirMultiStage2021
  accessed:
    - year: 2023
      month: 11
      day: 26
  author:
    - family: Zamir
      given: Syed Waqas
    - family: Arora
      given: Aditya
    - family: Khan
      given: Salman
    - family: Hayat
      given: Munawar
    - family: Khan
      given: Fahad Shahbaz
    - family: Yang
      given: Ming-Hsuan
    - family: Shao
      given: Ling
  citation-key: ZamirMultiStage2021
  DOI: 10.48550/arXiv.2102.02808
  issued:
    - year: 2021
      month: 3
      day: 16
  number: arXiv:2102.02808
  publisher: arXiv
  title: Multi-Stage Progressive Image Restoration
  type: article
  URL: http://arxiv.org/abs/2102.02808

- id: ZhangCoherent2023
  accessed:
    - year: 2024
      month: 4
      day: 21
  author:
    - family: Zhang
      given: Guanhua
    - family: Ji
      given: Jiabao
    - family: Zhang
      given: Yang
    - family: Yu
      given: Mo
    - family: Jaakkola
      given: Tommi
    - family: Chang
      given: Shiyu
  citation-key: ZhangCoherent2023
  collection-title: ICML'23
  container-title: Proceedings of the 40th International Conference on Machine Learning
  event-place: Hawaii
  issued:
    - year: 2023
      month: 7
      day: 23
  page: 41164–41193
  publisher: JMLR.org
  publisher-place: Hawaii
  title: Towards coherent image inpainting using denoising diffusion implicit models
  type: paper-conference
  URL: http://arxiv.org/abs/2304.03322
  volume: '202'

- id: ZhaoDDFM2023
  accessed:
    - year: 2024
      month: 4
      day: 22
  author:
    - family: Zhao
      given: Zixiang
    - family: Bai
      given: Haowen
    - family: Zhu
      given: Yuanzhi
    - family: Zhang
      given: Jiangshe
    - family: Xu
      given: Shuang
    - family: Zhang
      given: Yulun
    - family: Zhang
      given: Kai
    - family: Meng
      given: Deyu
    - family: Timofte
      given: Radu
    - family: Van Gool
      given: Luc
  citation-key: ZhaoDDFM2023
  event-title: Proceedings of the IEEE/CVF International Conference on Computer Vision
  issued:
    - year: 2023
  language: en
  page: 8082-8093
  title: 'DDFM: Denoising Diffusion Model for Multi-Modality Image Fusion'
  type: paper-conference
  URL: >-
    https://openaccess.thecvf.com/content/ICCV2023/html/Zhao_DDFM_Denoising_Diffusion_Model_for_Multi-Modality_Image_Fusion_ICCV_2023_paper.html

- 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
...
