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Paper Citation Record · LEDGER

Heterogeneous Decentralized Diffusion Models

As of 10 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2603.06741.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2603.06741 v3

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T05:55:58.399181Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

44 of 44 outbound references displayed

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External citation measurements

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Outbound references

Observation ba39eafe-3e9d-446c-b312-b9b8e6e7c6c0 · outbound

This paper cites PixArt-$\alpha$: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis.

Heterogeneous Decentralized Diffusion Models PixArt-$\alpha$: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis

Reference 1

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source=pdf_text observed=2026-08-04T05:55:55.238174Z digest=sha256:68443230a2c14ddf755a6cd15f5f8d76ab4c7bc06b8e6fc8244913e22baa9762

Observation 9d5e46b2-cd9a-4997-acb3-bec0f45d7b8c · outbound

This paper cites Diffusion models beat gans on image synthesis.Advances in neural information processing systems, 34:8780–8794, 2021.

Heterogeneous Decentralized Diffusion Models Diffusion models beat gans on image synthesis.Advances in neural information processing systems, 34:8780–8794, 2021

Reference 2

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source=pdf_text observed=2026-08-04T05:55:55.271847Z digest=sha256:0f5a0f49a8fa8404a5439f750fe941750837641d37239ed7f22c3a08bcd0dcf4

Observation c7ed50ab-bacf-49a6-88cc-efccdfdc6a98 · outbound

This paper cites Decentralized learning made easy with decentralizepy.

Heterogeneous Decentralized Diffusion Models Decentralized learning made easy with decentralizepy

Reference 3

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Observation 16ad01ed-49a5-4acf-94a8-94c3d7d7e46a · outbound

This paper cites Efficient diffusion training via min-snr weighting strategy.

Heterogeneous Decentralized Diffusion Models Efficient diffusion training via min-snr weighting strategy

Reference 4

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source=pdf_text observed=2026-08-04T05:55:55.371032Z digest=sha256:727d602a7f6f5d84e4482f28602dfb3749539626544840193bf29a94aa432fe8

Observation 93bbd1ed-c888-4a42-a435-96fcde7c6773 · outbound

This paper cites Improved noise schedule for diffusion training.

Heterogeneous Decentralized Diffusion Models Improved noise schedule for diffusion training

Reference 5

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source=pdf_text observed=2026-08-04T05:55:55.418774Z digest=sha256:fbbae215eaaf2677593dcebefa034a3929bdfdbaf79c7c27f39846f688da6466

Observation 0c2151bc-cc49-4fd8-adcb-a69a23d48c5b · outbound

This paper cites Faster training of diffusion models and improved density estimation via parallel score matching.

Heterogeneous Decentralized Diffusion Models Faster training of diffusion models and improved density estimation via parallel score matching

Reference 6

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source=pdf_text observed=2026-08-04T05:55:55.460305Z digest=sha256:46ea6422762334701c690b51a93685a5b6add1f654e33795e539da2e346b0c92

Observation fb47b92f-8ec9-44ec-bc58-dd877e736f30 · outbound

This paper cites Multistep Consistency Models.

Heterogeneous Decentralized Diffusion Models Multistep Consistency Models

Reference 7

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source=pdf_text observed=2026-08-04T05:55:55.537035Z digest=sha256:7742173df0e4a63afba9d9b9c2696ed9bfe5fb3a6207f93f78422a15698b6276

Observation accdb808-bf00-43fc-a6f9-1e67a6926419 · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilibrium.

Heterogeneous Decentralized Diffusion Models Gans trained by a two time-scale update rule converge to a local nash equilibrium

Reference 8

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source=pdf_text observed=2026-08-04T05:55:55.597729Z digest=sha256:1657d0ec424b637ea9ce7f1282a563cf4b97a8e289a3a4e73d858fa29ef299eb

Observation 298d8214-8e7d-4564-928c-524991f605b1 · outbound

This paper cites Classifier-Free Diffusion Guidance.

Heterogeneous Decentralized Diffusion Models Classifier-Free Diffusion Guidance

Reference 9

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source=pdf_text observed=2026-08-04T05:55:55.773277Z digest=sha256:9c0b4fb571a3987d97eecb3740494f6d9b216d747268e9085bfc9c6022a1f69c

Observation 9882bec7-bd49-4f94-b855-5f7080149050 · outbound

This paper cites Denoising diffusion probabilistic models.

Heterogeneous Decentralized Diffusion Models Denoising diffusion probabilistic models

Reference 10

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source=pdf_text observed=2026-08-04T05:55:55.972071Z digest=sha256:e91302fa0647db8d5c2f537b53ba5be930f4040f9c9a2999a4f23e7379b41b4e

Observation 6735913c-f67f-49ac-a68e-f05452dce7ea · outbound

This paper cites Fast-ddpm: Fast denoising diffusion probabilistic models for medical image-to-image generation.IEEE Journal of Biomedical and Health Informatics, 2025.

Heterogeneous Decentralized Diffusion Models Fast-ddpm: Fast denoising diffusion probabilistic models for medical image-to-image generation.IEEE Journal of Biomedical and Health Informatics, 2025

Reference 11

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source=pdf_text observed=2026-08-04T05:55:56.003152Z digest=sha256:442b7b1826ce2175aca12d3aa7161d1540ef85130548636894f67b7a0d95e3e4

Observation f7f02390-be27-49b5-a873-6254e2191db1 · outbound

This paper cites Kingma and Ruiqi Gao.

Heterogeneous Decentralized Diffusion Models Kingma and Ruiqi Gao

Reference 12

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source=pdf_text observed=2026-08-04T05:55:56.064629Z digest=sha256:95debcc1f307f64886d4051a8c319f13417e16f380a553668feb08fd03e570db

Observation 15da1229-b5b9-4a1d-a457-1836b5bcd5ee · outbound

This paper cites Kingma, Tim Salimans, Ben Poole, and Jonathan Ho.

Heterogeneous Decentralized Diffusion Models Kingma, Tim Salimans, Ben Poole, and Jonathan Ho

Reference 13

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source=pdf_text observed=2026-08-04T05:55:56.110309Z digest=sha256:0dc495453a4378acb1a50b7890a9e8af0b8065d23999f2b2f77563e75c134442

Observation bede5c56-a8d5-40a5-b178-cad06d9885b3 · outbound

This paper cites Decentralized stochastic optimization and gossip algorithms with compressed communication.

Heterogeneous Decentralized Diffusion Models Decentralized stochastic optimization and gossip algorithms with compressed communication

Reference 14

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source=pdf_text observed=2026-08-04T05:55:56.163728Z digest=sha256:fd19d69b616d85103e8e34da7c720da2570fc6aab8695dd62bc6b615fa6f4e6d

Observation f5859bb6-4467-4705-8c6d-e4fbebdb0585 · outbound

This paper cites Laion-aesthetics v2: Aesthetic-filtered subset of laion-5b.

Heterogeneous Decentralized Diffusion Models Laion-aesthetics v2: Aesthetic-filtered subset of laion-5b

Reference 15

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source=pdf_text observed=2026-08-04T05:55:56.255942Z digest=sha256:196b008b651406d5f56f0f021ab87ce5909e018947ccf7034380fa2cff891abe

Observation cc664b8c-6e6f-4390-b205-a6c3ce823d93 · outbound

This paper cites Improving the training of rectified flows.Advances in neural information processing systems, 37:63082–63109, 2024.

Heterogeneous Decentralized Diffusion Models Improving the training of rectified flows.Advances in neural information processing systems, 37:63082–63109, 2024

Reference 16

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source=pdf_text observed=2026-08-04T05:55:56.306198Z digest=sha256:53b09eca9f433f9992572437a1ff089c9ea34bfad1d0e6eb5697aa39b9c4d34e

Observation 40b05386-bab1-4d67-9a40-44dd2d944862 · outbound

This paper cites GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding.

Heterogeneous Decentralized Diffusion Models GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding

Reference 17

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Observation a1641c5d-3d86-4bbf-9dc1-8cceff5ea97a · outbound

This paper cites Distrifusion: Distributed parallel inference for high-resolution diffusion models.

Heterogeneous Decentralized Diffusion Models Distrifusion: Distributed parallel inference for high-resolution diffusion models

Reference 18

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Observation 6d18e90e-ca61-4126-8ca9-1a8d101608b5 · outbound

This paper cites an unresolved cited work.

Heterogeneous Decentralized Diffusion Models Unresolved cited work

Reference 19

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Observation a2aeacd1-94cf-4427-93ff-74668e80f6e7 · outbound

This paper cites Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow.

Heterogeneous Decentralized Diffusion Models Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow

Reference 20

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source=pdf_text observed=2026-08-04T05:55:56.443341Z digest=sha256:e9babeb8050e3c5b6aea14ea8d50e1e905b73969d9a3923b3ebe9ab101728f48

Observation 38e93e07-da27-4989-a47d-dc439fe5d404 · outbound

This paper cites Optimal complexity in decentralized training.

Heterogeneous Decentralized Diffusion Models Optimal complexity in decentralized training

Reference 21

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source=pdf_text observed=2026-08-04T05:55:56.477935Z digest=sha256:ec2fbdaf5de266bb5ead801bb180b253c49cee266571d18ede1561ede4e84ea4

Observation b12cf6d0-8f54-42d4-b224-4776f85be58f · outbound

This paper cites Decentralized Diffusion Models.

Heterogeneous Decentralized Diffusion Models Decentralized Diffusion Models

Reference 22

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Observation 253dbb3f-066a-46d7-a818-98bacbfe9cb9 · outbound

This paper cites On distillation of guided diffusion models.

Heterogeneous Decentralized Diffusion Models On distillation of guided diffusion models

Reference 23

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Observation ed601d30-fbfe-448e-9e16-051369b04823 · outbound

This paper cites Improved denoising diffusion probabilistic models.

Heterogeneous Decentralized Diffusion Models Improved denoising diffusion probabilistic models

Reference 24

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Observation c3eacff0-115c-4f2a-a133-59df2e5684f7 · outbound

This paper cites Dinov2: Learning robust visual features without supervision.Transactions on Machine Learning Research, 2024.

Heterogeneous Decentralized Diffusion Models Dinov2: Learning robust visual features without supervision.Transactions on Machine Learning Research, 2024

Reference 25

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Observation 8cc2072c-d9eb-43de-9973-95b7044eeb1c · outbound

This paper cites Scalable diffusion models with transformers.

Heterogeneous Decentralized Diffusion Models Scalable diffusion models with transformers

Reference 26

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Observation 0f785a7d-7e1c-4287-b6d8-4b6338aac32e · outbound

This paper cites Learning transferable visual models from natural language supervision.

Heterogeneous Decentralized Diffusion Models Learning transferable visual models from natural language supervision

Reference 27

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source=pdf_text observed=2026-08-04T05:55:56.918972Z digest=sha256:51c17c9377a78a6cd010f90b0d94a6b9ab9dd2018c4d4ffbf46506a476770e4a

Observation 2248a9dd-50ff-4964-9911-0185d4fbfb95 · outbound

This paper cites High-resolution image synthesis with latent diffusion models.Proceedings of the IEEE/CVF conference on computer vision and pattern recognition, pages 10684–10695, 2022.

Heterogeneous Decentralized Diffusion Models High-resolution image synthesis with latent diffusion models.Proceedings of the IEEE/CVF conference on computer vision and pattern recognition, pages 10684–10695, 2022

Reference 28

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source=pdf_text observed=2026-08-04T05:55:56.955548Z digest=sha256:ceba08ce794d9fd7f1ab34e9edaba17dc0b5f4e1ba6fbababa7061fea6a83a93

Observation 8c42a69a-299e-47e0-a746-f8d30e1718f6 · outbound

This paper cites Sara Mahdavi, Rapha Gontijo Lopes, Tim Salimans, Jonathan Ho, David J Fleet, and Mohammad Norouzi.

Heterogeneous Decentralized Diffusion Models Sara Mahdavi, Rapha Gontijo Lopes, Tim Salimans, Jonathan Ho, David J Fleet, and Mohammad Norouzi

Reference 29

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source=pdf_text observed=2026-08-04T05:55:57.053872Z digest=sha256:33cd8098e7b14ba8f1eb4eb4590557a9176b418dfcfebb432bb1bd8a6d53a43a

Observation e725642f-ac70-4b9b-8869-bd4a949da5b0 · outbound

This paper cites Progressive Distillation for Fast Sampling of Diffusion Models.

Heterogeneous Decentralized Diffusion Models Progressive Distillation for Fast Sampling of Diffusion Models

Reference 30

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source=pdf_text observed=2026-08-04T05:55:57.134894Z digest=sha256:a6a9b113348c02eb53fd4b9cb61e0712132f3eb5f41e4ff55976b1a71a743fb5

Observation c8937ae0-691f-40f3-bb07-5f7e3436bf93 · outbound

This paper cites LAION-5b: An open large-scale dataset for training next generation image-text models.Advances in Neural Information Processing Systems, 35:25278–25294, 2022.

Heterogeneous Decentralized Diffusion Models LAION-5b: An open large-scale dataset for training next generation image-text models.Advances in Neural Information Processing Systems, 35:25278–25294, 2022

Reference 31

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source=pdf_text observed=2026-08-04T05:55:57.366817Z digest=sha256:e39536120821fc744fd352a8ea6a3b1fd98bb56c5aa5957ff70738f85b9b4a45

Observation 2f8fd87e-7887-433c-9ea4-6ccbca062f2b · outbound

This paper cites Diff2flow: Training flow matching models via diffusion model alignment.

Heterogeneous Decentralized Diffusion Models Diff2flow: Training flow matching models via diffusion model alignment

Reference 32

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source=pdf_text observed=2026-08-04T05:55:57.442332Z digest=sha256:2eb41e55e5d4533b7b48062f40fedae96f0a465844234864a1de53b1c764ac93

Observation 56151e92-cfbb-4fb2-8320-bb095fd42782 · outbound

This paper cites Outrageously large neural networks: The sparsely-gated mixture-of-experts layer.

Heterogeneous Decentralized Diffusion Models Outrageously large neural networks: The sparsely-gated mixture-of-experts layer

Reference 33

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source=pdf_text observed=2026-08-04T05:55:57.494931Z digest=sha256:ee21f4053489214ebc26b2aaf04f759a9254cf3f3dacb3bd07d1e8ce429f9f3d

Observation ebe3158f-b34a-401c-ba36-2be217eefcef · outbound

This paper cites Consistency models.

Heterogeneous Decentralized Diffusion Models Consistency models

Reference 34

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source=pdf_text observed=2026-08-04T05:55:57.586098Z digest=sha256:be411e45d0554bf5a5915bcf759ea4bc02f13f008c860bb73e648445c9ec7e16

Observation 44254f48-8193-442e-9ae4-90d5cd47cb02 · outbound

This paper cites Swarm learning for decentralized and confidential clinical machine learning.Nature, 594(7862):265–270, 2021.

Heterogeneous Decentralized Diffusion Models Swarm learning for decentralized and confidential clinical machine learning.Nature, 594(7862):265–270, 2021

Reference 35

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source=pdf_text observed=2026-08-04T05:55:57.689546Z digest=sha256:f1468eafc4055c7ce6e324f80d1d2a576d650235f2211d6ee64edf0b24c5dcb9

Observation bb593b8d-e00e-431b-bcdd-dc1f6541cfbd · outbound

This paper cites Communication-efficient federated learning via knowledge distillation.Nature communications, 13(1):2032, 2022.

Heterogeneous Decentralized Diffusion Models Communication-efficient federated learning via knowledge distillation.Nature communications, 13(1):2032, 2022

Reference 36

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source=pdf_text observed=2026-08-04T05:55:57.743925Z digest=sha256:ebbed898c904708b901d2d6179d3ee6b15ebf1dae5cbe04bbd3fee048bec1c87

Observation c70b7d9a-a6dc-4d3d-9af6-9911726c8b3b · outbound

This paper cites Decentralized federated learning towards communication efficiency, robustness, and personalization.ACM Transactions on Sensor Networks, 21(3): 1–20, 2025.

Heterogeneous Decentralized Diffusion Models Decentralized federated learning towards communication efficiency, robustness, and personalization.ACM Transactions on Sensor Networks, 21(3): 1–20, 2025

Reference 37

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source=pdf_text observed=2026-08-04T05:55:57.791754Z digest=sha256:93ba640c8eba24d617b94a557371526a2508addd952e1db4d6694214a9bf5b3a

Observation 974bbe21-8035-4918-a857-8a829129704e · outbound

This paper cites Redi: efficient learning-free diffusion inference via trajectory retrieval.

Heterogeneous Decentralized Diffusion Models Redi: efficient learning-free diffusion inference via trajectory retrieval

Reference 38

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Observation 5faf377c-3968-4706-8bd5-e4390ccacffe · outbound

This paper cites Efros, Eli Shechtman, and Oliver Wang.

Heterogeneous Decentralized Diffusion Models Efros, Eli Shechtman, and Oliver Wang

Reference 39

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Observation 2942e059-8e26-4a77-b2fb-b93dfac6c43d · outbound

This paper cites Communication-efficient decentralized federated learning via one-bit compressive sensing.

Heterogeneous Decentralized Diffusion Models Communication-efficient decentralized federated learning via one-bit compressive sensing

Reference 40

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Observation 063e0405-dd5f-4dbb-a8da-2800675995a9 · outbound

This paper cites Data Preprocessing and Clustering Dataset.We train on the LAION-Aesthetics subset.

Heterogeneous Decentralized Diffusion Models Data Preprocessing and Clustering Dataset.We train on the LAION-Aesthetics subset

Reference 41

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Observation ddbaa07b-7d16-4b00-98a3-56bc18ea6658 · outbound

This paper cites baked into.

Heterogeneous Decentralized Diffusion Models baked into

Reference 42

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Observation 81b0e828-653c-4063-81cd-ddbc68236bf5 · outbound

This paper cites an unresolved cited work.

Heterogeneous Decentralized Diffusion Models Unresolved cited work

Reference 43

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Observation 18b644e6-8b5e-41c5-9e5f-15e8c4903c82 · outbound

This paper cites an unresolved cited work.

Heterogeneous Decentralized Diffusion Models Unresolved cited work

Reference 44

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Pith citing papers

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