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Paper Citation Record · LEDGER

Topology-Aware Knowledge Propagation in Decentralized Learning

As of 19 August 2026, this Paper Citation Record lists 93 of 93 outbound references and 0 inbound Pith citation observations for arXiv:2505.11760.

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

pith.paper-citation-record.v1
2505.11760 v1

Coverage vector

measured 93 of 93 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:53:12.738613Z

measured 93 of 93 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

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Reference resolution

93 of 93 outbound references displayed

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  • verified fuzzy46
  • unresolved42
  • parse uncertain0
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Outbound references

Observation 10a2f361-f580-4b60-ad3c-714014cd3c77 · outbound

This paper cites Community detection and stochastic block models: recent developments.

Topology-Aware Knowledge Propagation in Decentralized Learning Community detection and stochastic block models: recent developments

Reference 1

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Observation 808c92aa-7ed7-4841-9728-655d0ee7eb4c · outbound

This paper cites Aurora at Argonne Leadership Computing Facility, 2025.

Topology-Aware Knowledge Propagation in Decentralized Learning Aurora at Argonne Leadership Computing Facility, 2025

Reference 2

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Observation cfca2582-8d7d-4deb-b1ce-ce93acbed038 · outbound

This paper cites The new science of networks.Cambridge MA.

Topology-Aware Knowledge Propagation in Decentralized Learning The new science of networks.Cambridge MA

Reference 3

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Observation 95aecdbc-0440-4ae7-8961-f93cff2368f4 · outbound

This paper cites Scale-free networks: a decade and beyond.science, 325(5939): 412–413, 2009.

Topology-Aware Knowledge Propagation in Decentralized Learning Scale-free networks: a decade and beyond.science, 325(5939): 412–413, 2009

Reference 4

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Observation 7cd14e50-9a88-4951-b235-7625703d4b8d · outbound

This paper cites Emergence of scaling in random networks.science, 286(5439):509–512, 1999.

Topology-Aware Knowledge Propagation in Decentralized Learning Emergence of scaling in random networks.science, 286(5439):509–512, 1999

Reference 5

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Observation 69b563e5-216e-43d4-b59c-1c06721e086f · outbound

This paper cites Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges.IEEE Communications Surveys & Tutorials, 25(4):2983–3013, 2023.

Topology-Aware Knowledge Propagation in Decentralized Learning Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges.IEEE Communications Surveys & Tutorials, 25(4):2983–3013, 2023

Reference 6

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Observation ac963ccd-448c-4451-a5f1-2a446f11fd72 · outbound

This paper cites How to estimate carbon footprint when training deep learning models? A guide and review.Environmental Research Communications, 5(11):115014, 2023.

Topology-Aware Knowledge Propagation in Decentralized Learning How to estimate carbon footprint when training deep learning models? A guide and review.Environmental Research Communications, 5(11):115014, 2023

Reference 7

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Observation 7e561afa-30eb-417b-a942-546c3a101697 · outbound

This paper cites Federated learning with hierarchical cluster- ing of local updates to improve training on non-iid data.

Topology-Aware Knowledge Propagation in Decentralized Learning Federated learning with hierarchical cluster- ing of local updates to improve training on non-iid data

Reference 8

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Observation 6eb9520c-786c-489a-9b27-410ea4ec5be1 · outbound

This paper cites LEAF: A Benchmark for Federated Settings.

Topology-Aware Knowledge Propagation in Decentralized Learning LEAF: A Benchmark for Federated Settings

Reference 9

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Observation 1895d31b-5914-4915-b8d2-b420d70ded12 · outbound

This paper cites Fedsoup: improving generalization and personalization in federated learning via selective model interpolation.

Topology-Aware Knowledge Propagation in Decentralized Learning Fedsoup: improving generalization and personalization in federated learning via selective model interpolation

Reference 10

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Observation b0856bd4-f574-4fb0-9190-dd0ac6ee80f0 · outbound

This paper cites Finding community structure in very large networks.Physical Review E—Statistical, Nonlinear, and Soft Matter Physics, 70(6): 066111, 2004.

Topology-Aware Knowledge Propagation in Decentralized Learning Finding community structure in very large networks.Physical Review E—Statistical, Nonlinear, and Soft Matter Physics, 70(6): 066111, 2004

Reference 11

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Observation 844e4791-4023-45b2-a092-6821f9864a3c · outbound

This paper cites Introducing Sage: Cyberinfrastructure for sensing at the edge.

Topology-Aware Knowledge Propagation in Decentralized Learning Introducing Sage: Cyberinfrastructure for sensing at the edge

Reference 12

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Observation b19f4bbd-821b-4aac-b867-c1c3ea7da947 · outbound

This paper cites Mitigating Data Heterogeneity in Federated Learning with Data Augmentation.

Topology-Aware Knowledge Propagation in Decentralized Learning Mitigating Data Heterogeneity in Federated Learning with Data Augmentation

Reference 13

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Observation b3fa2737-8e6a-4d04-a68d-a34e370beefb · outbound

This paper cites The mnist database of handwritten digit images for machine learning research [best of the web].IEEE Signal Processing Magazine, 29(6):141–142, 2012.

Topology-Aware Knowledge Propagation in Decentralized Learning The mnist database of handwritten digit images for machine learning research [best of the web].IEEE Signal Processing Magazine, 29(6):141–142, 2012

Reference 14

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Observation 364282dc-36ae-4a7d-b443-645ec6f2afaa · outbound

This paper cites URLhttps://app.electricitymaps.com/map.

Topology-Aware Knowledge Propagation in Decentralized Learning URLhttps://app.electricitymaps.com/map

Reference 15

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Observation f4eca227-eb1d-4f1f-930b-aa5bfbfb0ccd · outbound

This paper cites A set of measures of centrality based on betweenness.Sociometry, 1977.

Topology-Aware Knowledge Propagation in Decentralized Learning A set of measures of centrality based on betweenness.Sociometry, 1977

Reference 16

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Observation 46248e30-26e8-4b2b-a7c5-cfc56ae47dfb · outbound

This paper cites De- centralized learning for wireless communications and networking.

Topology-Aware Knowledge Propagation in Decentralized Learning De- centralized learning for wireless communications and networking

Reference 17

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Observation 8f1f4821-c510-45d8-82de-8a205770b019 · outbound

This paper cites BadNets: Identifying Vulnerabilities in the Machine Learning Model Supply Chain.

Topology-Aware Knowledge Propagation in Decentralized Learning BadNets: Identifying Vulnerabilities in the Machine Learning Model Supply Chain

Reference 18

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Observation fa691cf7-479c-4d23-8581-f72bfd8c7f96 · outbound

This paper cites Out-of-distribution general- ization of federated learning via implicit invariant relationships.

Topology-Aware Knowledge Propagation in Decentralized Learning Out-of-distribution general- ization of federated learning via implicit invariant relationships

Reference 19

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Observation 640ca73c-6f10-4e58-b9bc-35ae84ed1d82 · outbound

This paper cites Gossip learning as a decentralized alternative to federated learning.

Topology-Aware Knowledge Propagation in Decentralized Learning Gossip learning as a decentralized alternative to federated learning

Reference 20

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Observation 318ceeaf-5419-4acb-875f-fa0847fb0ecc · outbound

This paper cites Using pre-training can improve model robustness and uncertainty.

Topology-Aware Knowledge Propagation in Decentralized Learning Using pre-training can improve model robustness and uncertainty

Reference 21

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Observation 8f1deeb7-8b35-46e8-af62-2b1ea1aaba51 · outbound

This paper cites Pretrained Transformers Improve Out-of-Distribution Robustness.

Topology-Aware Knowledge Propagation in Decentralized Learning Pretrained Transformers Improve Out-of-Distribution Robustness

Reference 22

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Observation c0d640b3-b1bb-432f-a083-6194519dca2c · outbound

This paper cites Stochastic blockmodels: First steps.Social networks, 5(2):109–137, 1983.

Topology-Aware Knowledge Propagation in Decentralized Learning Stochastic blockmodels: First steps.Social networks, 5(2):109–137, 1983

Reference 23

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Observation 046f10a7-92e6-4024-bc45-c8434c418cdb · outbound

This paper cites The non-IID data quagmire of decentralized machine learning.

Topology-Aware Knowledge Propagation in Decentralized Learning The non-IID data quagmire of decentralized machine learning

Reference 24

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Observation c0d04d19-1977-4473-91d0-37d765e331f4 · outbound

This paper cites A framework for edge intelligent smart distribution grids via federated learning.

Topology-Aware Knowledge Propagation in Decentralized Learning A framework for edge intelligent smart distribution grids via federated learning

Reference 25

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Observation a2400515-402b-4b21-a774-f2b2cd2492d4 · outbound

This paper cites Smart edge- enabled traffic light control: Improving reward-communication trade-offs with federated re- inforcement learning.

Topology-Aware Knowledge Propagation in Decentralized Learning Smart edge- enabled traffic light control: Improving reward-communication trade-offs with federated re- inforcement learning

Reference 26

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Observation 869dd1c3-ccb8-4966-a038-e6d48f3191d6 · outbound

This paper cites A linear speedup analysis of distributed deep learning with sparse and quantized communication.

Topology-Aware Knowledge Propagation in Decentralized Learning A linear speedup analysis of distributed deep learning with sparse and quantized communication

Reference 27

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Observation fd093f92-abdf-42a4-a81d-4a64afca356a · outbound

This paper cites Advances and open problems in federated learning.Foundations and trends® in machine learning, 14(1–2):1–210, 2021.

Topology-Aware Knowledge Propagation in Decentralized Learning Advances and open problems in federated learning.Foundations and trends® in machine learning, 14(1–2):1–210, 2021

Reference 28

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Observation bb6d7620-32ad-43cf-bfd6-11865dee6986 · outbound

This paper cites Decentralized federated learning through proxy model sharing.Nature communications, 14(1): 2899, 2023.

Topology-Aware Knowledge Propagation in Decentralized Learning Decentralized federated learning through proxy model sharing.Nature communications, 14(1): 2899, 2023

Reference 29

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Observation 6a4735ea-f6be-4ab1-901d-cba17d68aa58 · outbound

This paper cites Efficient decentralized deep learning by dynamic model averaging.

Topology-Aware Knowledge Propagation in Decentralized Learning Efficient decentralized deep learning by dynamic model averaging

Reference 30

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Observation e0e41ea8-0c3b-4522-b602-50fc4cbdfc49 · outbound

This paper cites Reliable federated learning for mobile networks.IEEE Wireless Communications, 27(2):72–80, 2020.

Topology-Aware Knowledge Propagation in Decentralized Learning Reliable federated learning for mobile networks.IEEE Wireless Communications, 27(2):72–80, 2020

Reference 31

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Observation 3332e79c-b637-42a2-ac72-bd02298c5a01 · outbound

This paper cites Scaling Laws for Neural Language Models.

Topology-Aware Knowledge Propagation in Decentralized Learning Scaling Laws for Neural Language Models

Reference 32

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Observation 9a53ba43-ef36-45db-b5a5-f2af2e58b5b4 · outbound

This paper cites Impact of network topology on the convergence of decentralized federated learning systems.

Topology-Aware Knowledge Propagation in Decentralized Learning Impact of network topology on the convergence of decentralized federated learning systems

Reference 33

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Observation 233db090-8f7a-44d0-907b-e53951ec3233 · outbound

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

Topology-Aware Knowledge Propagation in Decentralized Learning Decentralized stochastic optimization and gossip algorithms with compressed communication

Reference 34

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Observation af2ed9c7-f5ff-497f-9021-004c60859a59 · outbound

This paper cites Decentralized deep learning with arbitrary communication compression.

Topology-Aware Knowledge Propagation in Decentralized Learning Decentralized deep learning with arbitrary communication compression

Reference 35

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Observation d35dde73-58b6-4224-9e53-82e1de2d34cb · outbound

This paper cites A unified theory of decentralized sgd with changing topology and local updates.

Topology-Aware Knowledge Propagation in Decentralized Learning A unified theory of decentralized sgd with changing topology and local updates

Reference 36

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source=pdf_text observed=2026-08-15T20:53:12.513703Z digest=sha256:28f7ada4f46690329b03076cb13fe82d11a4b4d23d434d5fcdc826de2a5ab5cf

Observation 539be2b2-aaf6-4daa-8fed-6ef1bcb5e4b7 · outbound

This paper cites Consensus control for decentralized deep learning.

Topology-Aware Knowledge Propagation in Decentralized Learning Consensus control for decentralized deep learning

Reference 37

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raw_fallback, observed 2026-08-15T20:53:13.573075Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.517595Z digest=sha256:ddcc0bc9093984b13b7513fb029df7066305c53d8774c1d8c3c4342a9729caae

Observation 84073776-3ae9-4da9-be9f-89d79c10a98a · outbound

This paper cites One weird trick for parallelizing convolutional neural networks.

Topology-Aware Knowledge Propagation in Decentralized Learning One weird trick for parallelizing convolutional neural networks

Reference 38

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source=pdf_text observed=2026-08-15T20:53:12.521686Z digest=sha256:dfeed919505bb16c16227306b8745cc50e7d18509e8e503b1298d65c6bf77c2a

Observation 75729270-2163-4e16-8252-5afb9042ccd2 · outbound

This paper cites Learning multiple layers of features from tiny images.(2009), 2009.

Topology-Aware Knowledge Propagation in Decentralized Learning Learning multiple layers of features from tiny images.(2009), 2009

Reference 39

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source=pdf_text observed=2026-08-15T20:53:12.525871Z digest=sha256:86ad95aa09a958f4cd01004e39ec84ebb2a7b842f1d0a9ce2a01dd8eb2e5d1bd

Observation 0c050205-1d0f-457e-94bd-48ca2861d915 · outbound

This paper cites Fully decentralized federated learning.

Topology-Aware Knowledge Propagation in Decentralized Learning Fully decentralized federated learning

Reference 40

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raw_fallback, observed 2026-08-15T20:53:13.552243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.529898Z digest=sha256:d477c50074d745747ad206e11164314919e0c82139e97602a7e6132c05534e14

Observation 931c21e5-1989-4220-95c3-8f9e3afec447 · outbound

This paper cites A review of applications in federated learning.

Topology-Aware Knowledge Propagation in Decentralized Learning A review of applications in federated learning

Reference 41

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source=pdf_text observed=2026-08-15T20:53:12.533339Z digest=sha256:b2692f8547f29021581c03b08d2dff34a4d66e1dd88b6facd607bd3123c25acf

Observation 23eae588-dda8-42bb-9ae1-c7527177a02a · outbound

This paper cites A survey on federated learning systems: Vision, hype and reality for data privacy and protection.

Topology-Aware Knowledge Propagation in Decentralized Learning A survey on federated learning systems: Vision, hype and reality for data privacy and protection

Reference 42

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verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.530500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.536750Z digest=sha256:7507d7676dd0ca066ceb006e22fb023a69af3efcb61061ab68ee8b8e21e66715

Observation 994494da-8d2b-4036-ae08-b037ed552893 · outbound

This paper cites Federated optimization in heterogeneous networks.Proceedings of Machine learning and systems, 2:429–450, 2020.

Topology-Aware Knowledge Propagation in Decentralized Learning Federated optimization in heterogeneous networks.Proceedings of Machine learning and systems, 2:429–450, 2020

Reference 43

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source=pdf_text observed=2026-08-15T20:53:12.540504Z digest=sha256:e172df7800ef44b8afdaa94a3add2ddce596b09a434ddc69ae682eee332d9431

Observation d36d7e7d-2d42-4de1-8dcf-132ac6f4c2c0 · outbound

This paper cites an unresolved cited work.

Topology-Aware Knowledge Propagation in Decentralized Learning Unresolved cited work

Reference 44

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source=pdf_text observed=2026-08-15T20:53:12.544973Z digest=sha256:98ce8293f5bf8b861bf3b91a64445cc4d111191d4ba688fc4563e10e3af2a944

Observation 79d811a6-9683-4e4a-b327-92ca0f6b3dd9 · outbound

This paper cites Asynchronous decentralized parallel stochastic gradient descent.

Topology-Aware Knowledge Propagation in Decentralized Learning Asynchronous decentralized parallel stochastic gradient descent

Reference 45

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raw_fallback, observed 2026-08-15T20:53:13.498805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.548785Z digest=sha256:79e2acbe15eddb1d2da5ffeb8f05923da60e843d3b227e87782ec44be43d7ee1

Observation 66c8bb1f-df3d-4fd8-88ef-1da7deb9b64c · outbound

This paper cites an unresolved cited work.

Topology-Aware Knowledge Propagation in Decentralized Learning Unresolved cited work

Reference 46

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.552446Z digest=sha256:2d136799d15c292730c0c4bf1785642cae532f9a8a6c6e0734ce75178a8ba607

Observation 358d65bf-ce8e-4580-b081-92b29568eccc · outbound

This paper cites an unresolved cited work.

Topology-Aware Knowledge Propagation in Decentralized Learning Unresolved cited work

Reference 47

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.556231Z digest=sha256:84701821c7f3f2e83a44b11d5ddd3f378acc4169c94a19deeee88c6621c6baff

Observation 9ae8cc20-b911-4431-8211-459e6d8b4193 · outbound

This paper cites Towards Out-Of-Distribution Generalization: A Survey.

Topology-Aware Knowledge Propagation in Decentralized Learning Towards Out-Of-Distribution Generalization: A Survey

Reference 48

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source=pdf_text observed=2026-08-15T20:53:12.559980Z digest=sha256:f2e18a034735ce21705a455ac121ee11fd87e1a8f96247ab00c89acce9d48178

Observation e5fdd216-c20e-4e29-a069-3c2e377f9a6c · outbound

This paper cites Client-edge-cloud hierarchical federated learning.

Topology-Aware Knowledge Propagation in Decentralized Learning Client-edge-cloud hierarchical federated learning

Reference 49

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verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.459603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.563827Z digest=sha256:f9d5e852f7a0cd9abc61069afe5554342b28af48e566d80b1671e0b63b76abf3

Observation f0d5ca30-aac7-4d93-a5a9-34be27b2dda2 · outbound

This paper cites Edgeslice: Slicing wireless edge computing network with decentralized deep reinforcement learning.

Topology-Aware Knowledge Propagation in Decentralized Learning Edgeslice: Slicing wireless edge computing network with decentralized deep reinforcement learning

Reference 50

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verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.445718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.567573Z digest=sha256:b280c79b5c0f7fd706842ae27ce5aa78b9cbfbf716f6c9a9f0005c3b96002cde

Observation 71b46e2d-994f-4141-80a0-0b2e6b3361eb · outbound

This paper cites Optimal complexity in decentralized training.

Topology-Aware Knowledge Propagation in Decentralized Learning Optimal complexity in decentralized training

Reference 51

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raw_fallback, observed 2026-08-15T20:53:13.430831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.571382Z digest=sha256:8cd7e70a91764231b41d29b5466b03f47c43e5527de4770db9a3c04b7c63bded

Observation e130fe21-f2ef-4f9e-bdc7-2744bb5a11d2 · outbound

This paper cites Communication-efficient learning of deep networks from decentralized data.

Topology-Aware Knowledge Propagation in Decentralized Learning Communication-efficient learning of deep networks from decentralized data

Reference 52

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source=pdf_text observed=2026-08-15T20:53:12.575376Z digest=sha256:e939a065eaa0efb9fc4e51ad598037240debcabddb808a3e96f57516195af0ac

Observation de3ed572-bc10-4b99-9020-aff12e7cc311 · outbound

This paper cites Centrality-aware gossiping for distributed learning in wireless sensor networks.

Topology-Aware Knowledge Propagation in Decentralized Learning Centrality-aware gossiping for distributed learning in wireless sensor networks

Reference 53

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raw_fallback, observed 2026-08-15T20:53:13.408778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.579571Z digest=sha256:5147471ad4158e59ce91b346da55eaee4be66501edd4d3be669c42ad967fe083

Observation 1317e2c3-4678-49cd-9e19-858064265429 · outbound

This paper cites Edge intelli- gence in smart grids: A survey on architectures, offloading models, cyber security measures, and challenges.Journal of Sensor and Actuator Networks, 11(3):47, 2022.

Topology-Aware Knowledge Propagation in Decentralized Learning Edge intelli- gence in smart grids: A survey on architectures, offloading models, cyber security measures, and challenges.Journal of Sensor and Actuator Networks, 11(3):47, 2022

Reference 54

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raw_fallback, observed 2026-08-15T20:53:13.395903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.583523Z digest=sha256:66ba2ea7397b9014a0a220a99fd47ed4c005964cb2e8ff081e05022576208564

Observation dd01ecbe-aacb-4795-ae15-fe5d5667eba1 · outbound

This paper cites A survey on security and privacy of federated learning.Future Generation Computer Systems, 115:619–640, 2021.

Topology-Aware Knowledge Propagation in Decentralized Learning A survey on security and privacy of federated learning.Future Generation Computer Systems, 115:619–640, 2021

Reference 55

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raw_fallback, observed 2026-08-15T20:53:13.383463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.587522Z digest=sha256:aa253a96cafe07e340a9316f57c8819cf42f0c526a9f140875e449329c88e23f

Observation fd6a88e1-9052-449a-b7d4-dfabaaef75e3 · outbound

This paper cites Equivalence between modularity optimization and maximum likelihood methods for community detection.Physical Review E, 94(5):052315, 2016.

Topology-Aware Knowledge Propagation in Decentralized Learning Equivalence between modularity optimization and maximum likelihood methods for community detection.Physical Review E, 94(5):052315, 2016

Reference 56

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raw_fallback, observed 2026-08-15T20:53:13.369755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.591597Z digest=sha256:5f7b30a62d30e800f575303252f82c189628fccedc6d414cc62f0831824ba0e7

Observation 44a6f21b-d9b2-4809-90af-152c5a6b286c · outbound

This paper cites Federated learning for internet of things: A comprehensive survey.IEEE Communications Surveys & Tutorials, 23(3):1622–1658, 2021.

Topology-Aware Knowledge Propagation in Decentralized Learning Federated learning for internet of things: A comprehensive survey.IEEE Communications Surveys & Tutorials, 23(3):1622–1658, 2021

Reference 57

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:53:12.595483Z digest=sha256:ba8a9b1d63cb5200c9de19a62c89390460fc8b6547d688ecf6e132f6cba3803c

Observation aee5b12e-3465-4de9-a44b-3fe736b1bce4 · outbound

This paper cites an unresolved cited work.

Topology-Aware Knowledge Propagation in Decentralized Learning Unresolved cited work

Reference 58

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doi, observed 2026-08-15T20:53:12.800605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.599070Z digest=sha256:9222fbdf8db06b46b46f8d7748edfdfc51c5beaa6ccbae352f7de7e05ebe68a8

Observation 143f1de2-350f-4935-9683-f852338109f3 · outbound

This paper cites Multivariate beta distributions and independence properties of the wishart distribution.The Annals of Mathematical Statistics, pages 261–269, 1964.

Topology-Aware Knowledge Propagation in Decentralized Learning Multivariate beta distributions and independence properties of the wishart distribution.The Annals of Mathematical Statistics, pages 261–269, 1964

Reference 59

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:53:12.603107Z digest=sha256:7e1b444492e28b7a057add17550608e70145b105bf00808b56fff3ec9a27e6c0

Observation 8ae436a9-b613-46e6-8fb0-ef9b98813fc4 · outbound

This paper cites The effect of network topologies on fully decentralized learning: a preliminary investigation.

Topology-Aware Knowledge Propagation in Decentralized Learning The effect of network topologies on fully decentralized learning: a preliminary investigation

Reference 60

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verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.343071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.607145Z digest=sha256:cae4ac0b39a96a97b894909f2905cfec0bc5c980c271e0efe0a4f18c1f268b55

Observation aedc188e-9de2-4339-b698-f1fff5255617 · outbound

This paper cites Impact of network topology on the performance of Decentralized Federated Learning.

Topology-Aware Knowledge Propagation in Decentralized Learning Impact of network topology on the performance of Decentralized Federated Learning

Reference 61

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verified exact
local_arxiv, observed 2026-08-15T20:53:12.950687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.611297Z digest=sha256:9af817c1c269dc1f6da8468d74c25e3c8b6bd866efbf948fdd4c4a095734f106

Observation dcf044ef-2490-4495-a57f-22a4a33748df · outbound

This paper cites Rethinking architecture design for tackling data heterogeneity in federated learning.

Topology-Aware Knowledge Propagation in Decentralized Learning Rethinking architecture design for tackling data heterogeneity in federated learning

Reference 62

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raw_fallback, observed 2026-08-15T20:53:13.330591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.615748Z digest=sha256:62304bf260ce872912c29898268720564253f4005f291375a201fc5fea2addd6

Observation 6a827baf-6fb4-4939-9914-0698520ab793 · outbound

This paper cites Language models are unsupervised multitask learners.OpenAI blog, 1(8):9, 2019.

Topology-Aware Knowledge Propagation in Decentralized Learning Language models are unsupervised multitask learners.OpenAI blog, 1(8):9, 2019

Reference 63

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:53:12.619716Z digest=sha256:bb2dabf9253d28b21ab313dcd63df811f97582d029e7909368bd9be9a62a98d9

Observation 2599b11e-bf06-4e70-b4d9-5441a2314cc5 · outbound

This paper cites Citation networks.Models of science dynamics: Encounters between complexity theory and information sciences, pages 233–257, 2011.

Topology-Aware Knowledge Propagation in Decentralized Learning Citation networks.Models of science dynamics: Encounters between complexity theory and information sciences, pages 233–257, 2011

Reference 64

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raw_fallback, observed 2026-08-15T20:53:13.308634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.623859Z digest=sha256:9f87b17e01e004dd7d9e05723ac5091ec1779d04d466ed1fac16682be20d0294

Observation a79b60f4-a4ec-4fb8-b7d8-18d7a2b6ad8b · outbound

This paper cites Homogenizing Non-IID datasets via In-Distribution Knowledge Distillation for Decentralized Learning.

Topology-Aware Knowledge Propagation in Decentralized Learning Homogenizing Non-IID datasets via In-Distribution Knowledge Distillation for Decentralized Learning

Reference 65

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verified exact
local_arxiv, observed 2026-08-15T20:53:12.934642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.627885Z digest=sha256:84e36330adbe2c28639aea180506c46c3f7441127db6d349a8ad6be4be49f8bd

Observation 78f1bb30-7280-47f0-9400-ff6c0f3dd062 · outbound

This paper cites BrainTorrent: A Peer-to-Peer Environment for Decentralized Federated Learning.

Topology-Aware Knowledge Propagation in Decentralized Learning BrainTorrent: A Peer-to-Peer Environment for Decentralized Federated Learning

Reference 66

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no resolver link, observed 2026-08-15T20:53:12.631968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:53:12.631968Z digest=sha256:fb87324292478f1ed197813c9b0cdf4729a42bcba7a6a91d104731e909e1ee84

Observation 12cad8bb-0c67-4dc1-a898-30d59362c63c · outbound

This paper cites Moshpit sgd: Communication-efficient decentralized training on heterogeneous unreliable devices.

Topology-Aware Knowledge Propagation in Decentralized Learning Moshpit sgd: Communication-efficient decentralized training on heterogeneous unreliable devices

Reference 67

Resolution
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raw_fallback, observed 2026-08-15T20:53:13.295378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.636156Z digest=sha256:0f9d901ab42158b3f72545007a32c2cea47fc466f9e229fda9ab1c00999ba706

Observation fbe10b2d-02fd-4f1c-af16-618cb084eea8 · outbound

This paper cites Mitigating memorization in language models.

Topology-Aware Knowledge Propagation in Decentralized Learning Mitigating memorization in language models

Reference 68

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verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.282672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.640129Z digest=sha256:c271809f0c1d64c32e16b5ff2a8468eafd8c4df0631677ffb5a0df0597a069bb

Observation e0096b27-fd5b-495e-b6bb-d2abff6f995f · outbound

This paper cites Very Deep Convolutional Networks for Large-Scale Image Recognition.

Topology-Aware Knowledge Propagation in Decentralized Learning Very Deep Convolutional Networks for Large-Scale Image Recognition

Reference 69

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no resolver link, observed 2026-08-15T20:53:12.644251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:53:12.644251Z digest=sha256:25383747c644fda83f0816d3eabb88de456be8b292495e084bbdc0df363ee990

Observation 12dd9b92-64b9-4dc4-ac69-f0bd3c1a60dd · outbound

This paper cites On generalization of decentralized learning with separable data.

Topology-Aware Knowledge Propagation in Decentralized Learning On generalization of decentralized learning with separable data

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.270583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.648472Z digest=sha256:8f9b02c1d6e530cb680a4b2b87677cf1591c7c4b37d2fb086a3d37d872f9d93f

Observation 6a2d2faa-b2f5-4c18-97e2-de7f9c846739 · outbound

This paper cites Decentralized federated learning for healthcare networks: A case study on tumor segmentation.IEEE access, 10:8693–8708, 2022.

Topology-Aware Knowledge Propagation in Decentralized Learning Decentralized federated learning for healthcare networks: A case study on tumor segmentation.IEEE access, 10:8693–8708, 2022

Reference 71

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raw_fallback, observed 2026-08-15T20:53:13.258905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.652352Z digest=sha256:3a20789a76cefe4a3de9ee8e7b3cc0c42c5d08603606d02a17e39dddfadc5428

Observation c23173da-4ff6-429e-9ddc-ebed17dfd2af · outbound

This paper cites Evading the simplicity bias: Training a diverse set of models discovers solutions with superior ood general- ization.

Topology-Aware Knowledge Propagation in Decentralized Learning Evading the simplicity bias: Training a diverse set of models discovers solutions with superior ood general- ization

Reference 72

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verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.245375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.656094Z digest=sha256:de614f0498b4a933cbb994ebb347ac4ef294e013a0cb83b980f88d012c336232

Observation d33dd673-39ed-445a-b3ad-b227065c31a9 · outbound

This paper cites A hybrid approach to privacy-preserving federated learning.

Topology-Aware Knowledge Propagation in Decentralized Learning A hybrid approach to privacy-preserving federated learning

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.229214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.660021Z digest=sha256:c5ccbd05c5fbe11e59a1bf2f49fab8d692ca71e8021ac15e7e8e4e62e2792247

Observation fb566b27-c071-40ee-80c9-8fe861d0f750 · outbound

This paper cites Relaysum for decentralized deep learning on heterogeneous data.

Topology-Aware Knowledge Propagation in Decentralized Learning Relaysum for decentralized deep learning on heterogeneous data

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.215503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.663724Z digest=sha256:7ef955afe6202004d34a19261135337ca2858b68cf83b39e0dbad0cad5fa7103

Observation 2058e99f-12de-419a-9ab3-9e1c9ce3a904 · outbound

This paper cites Beyond spectral gap: The role of the topology in decentralized learning.Advances in Neural Information Processing Systems, 35: 15039–15050, 2022.

Topology-Aware Knowledge Propagation in Decentralized Learning Beyond spectral gap: The role of the topology in decentralized learning.Advances in Neural Information Processing Systems, 35: 15039–15050, 2022

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.203878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.667623Z digest=sha256:2eab6543bb204138316d65f98006224e562d90a95606a9ab5d6a06d19da58efc

Observation 4530e4c3-c482-4679-9d31-45407565b0b9 · outbound

This paper cites Cooperative sgd: A unified framework for the design and analysis of local-update sgd algorithms.Journal of Machine Learning Research, 22(213):1–50, 2021.

Topology-Aware Knowledge Propagation in Decentralized Learning Cooperative sgd: A unified framework for the design and analysis of local-update sgd algorithms.Journal of Machine Learning Research, 22(213):1–50, 2021

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.192093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.671641Z digest=sha256:a23995f0759a7b2eab5502599cbd15c478ebb530adeb80f9c2ab33bec63b430c

Observation 77003db1-d102-4667-aedb-30b548f13943 · outbound

This paper cites Adaptive federated learning in resource constrained edge computing systems.

Topology-Aware Knowledge Propagation in Decentralized Learning Adaptive federated learning in resource constrained edge computing systems

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-15T20:53:12.675658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:53:12.675658Z digest=sha256:7371e4ef2641537fe88545415f2788ae012d2c544bbd40d1c28ed0ca877a06a8

Observation e89b875c-c2aa-4b87-ad82-2e5f1043a148 · outbound

This paper cites Collective dynamics of ‘small-world’networks.nature, 393(6684):440–442, 1998.

Topology-Aware Knowledge Propagation in Decentralized Learning Collective dynamics of ‘small-world’networks.nature, 393(6684):440–442, 1998

Reference 78

Resolution
unresolved
no resolver link, observed 2026-08-15T20:53:12.680061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:53:12.680061Z digest=sha256:808ec28fdaae46e74c9039e7e9fbc6c21e781aef339ab958a8b5a51c7639eed4

Observation 3e1edfec-f0f2-4e09-8792-b7462e60c232 · outbound

This paper cites A sur- vey on federated learning: challenges and applications.International Journal of Machine Learning and Cybernetics, 14(2):513–535, November 2022.

Topology-Aware Knowledge Propagation in Decentralized Learning A sur- vey on federated learning: challenges and applications.International Journal of Machine Learning and Cybernetics, 14(2):513–535, November 2022

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-15T20:53:12.683814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:53:12.683814Z digest=sha256:4ed0eea562607c58fac432957a444363a585efaf45bac4157fefcd154266a883

Observation 1d3c6720-cc61-4268-bbe2-bfac618a6ab9 · outbound

This paper cites CKN: An edge AI distributed framework.

Topology-Aware Knowledge Propagation in Decentralized Learning CKN: An edge AI distributed framework

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.165380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.687733Z digest=sha256:a688519e7c871e4c42197dc97bafc19958726e4360d9548c7d0065d43e4a3393

Observation 1bb46ca5-be59-4c65-93c9-3ff46cf9a4f8 · outbound

This paper cites Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms.

Topology-Aware Knowledge Propagation in Decentralized Learning Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms

Reference 81

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unresolved
no resolver link, observed 2026-08-15T20:53:12.691164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:53:12.691164Z digest=sha256:877102529b71b71532018a0146e128a7def6a5f02061de9aefe876af441c1615

Observation 171ea058-46bd-44ca-af97-2ff6636c0397 · outbound

This paper cites Towards a theoretical framework of out-of-distribution generalization.Advances in Neural Information Processing Systems, 34:23519–23531, 2021.

Topology-Aware Knowledge Propagation in Decentralized Learning Towards a theoretical framework of out-of-distribution generalization.Advances in Neural Information Processing Systems, 34:23519–23531, 2021

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.153533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.695237Z digest=sha256:bd97920e4a29405036be3ca6720c1ef909c4fe63df80897b2edc812977944456

Observation f49b33d1-665a-4bdb-bc2c-3603b9e81243 · outbound

This paper cites Heterogeneous federated learning: State-of-the-art and research challenges.ACM Computing Surveys, 56(3):1–44, 2023.

Topology-Aware Knowledge Propagation in Decentralized Learning Heterogeneous federated learning: State-of-the-art and research challenges.ACM Computing Surveys, 56(3):1–44, 2023

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.140762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.699060Z digest=sha256:5e312a5ebe7c73a0a97ba1a178516a17eb9df95cf2d71974fd69058702b9cff5

Observation 4ff52601-09ec-49aa-a855-ad52122b6cdd · outbound

This paper cites On the linear speedup analysis of communication efficient mo- mentum sgd for distributed non-convex optimization.

Topology-Aware Knowledge Propagation in Decentralized Learning On the linear speedup analysis of communication efficient mo- mentum sgd for distributed non-convex optimization

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.127915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.703835Z digest=sha256:0ccbce67e77b0647a0135b63f564b1e9b0b6f60d76b370c137e5e28a67fc2bf7

Observation 519556d6-e5d1-491f-b039-7fbd86e9b88f · outbound

This paper cites Parallel restarted sgd with faster convergence and less communication: demystifying why model averaging works for deep learning.

Topology-Aware Knowledge Propagation in Decentralized Learning Parallel restarted sgd with faster convergence and less communication: demystifying why model averaging works for deep learning

Reference 85

Resolution
verified exact
doi, observed 2026-08-15T20:53:12.777481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.707609Z digest=sha256:71541d57b8a32bca03b78a35d1e8153fea704cbb240040e0b8775ec0189239a6

Observation cf8f54af-799a-4a8c-8763-bdceb3e3345e · outbound

This paper cites A survey on federated learning.Knowledge-Based Systems, 216:106775, 2021.

Topology-Aware Knowledge Propagation in Decentralized Learning A survey on federated learning.Knowledge-Based Systems, 216:106775, 2021

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.114162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.711711Z digest=sha256:e9f0fd7e3352832cf992ea63ed34ed12452c5716e1246191c052b0a585bc5767

Observation 52c0f827-c085-4d84-9bb0-e5dc0d3bdb57 · outbound

This paper cites Edge computing and networking: A survey on infrastructures and applications.IEEE Access, 7: 101213–101230, 2019.

Topology-Aware Knowledge Propagation in Decentralized Learning Edge computing and networking: A survey on infrastructures and applications.IEEE Access, 7: 101213–101230, 2019

Reference 87

Resolution
unresolved
no resolver link, observed 2026-08-15T20:53:12.715512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:53:12.715512Z digest=sha256:7373bf858ff6724df4325763e5e811f67c1601111478747705033bf8a4552bb5

Observation ee9d77a7-6bec-4ec7-90ba-bd4543c90255 · outbound

This paper cites Federated learning in heterogeneous networks with unreliable communication.IEEE Transactions on Wireless Communications, 23(4):3823–3838, 2023.

Topology-Aware Knowledge Propagation in Decentralized Learning Federated learning in heterogeneous networks with unreliable communication.IEEE Transactions on Wireless Communications, 23(4):3823–3838, 2023

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.102047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.719335Z digest=sha256:2fedaafa059a07478f7af8c3a7f24362334479e82be12642be7b1a8bea6b53f3

Observation 85d7b8a2-bbed-4d10-9f52-3a55125e98e1 · outbound

This paper cites Robust decentralized stochastic gradient descent over unstable networks.Computer Communi- cations, 203:163–179, 2023.

Topology-Aware Knowledge Propagation in Decentralized Learning Robust decentralized stochastic gradient descent over unstable networks.Computer Communi- cations, 203:163–179, 2023

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.088003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.723233Z digest=sha256:42bb803059499309e7ef04973618828c7eec90ebc3849ade9d81720401387baf

Observation 698b372b-f092-47af-bcb5-1b85c1d9f90f · outbound

This paper cites Privacy- preserving federated learning in fog computing.IEEE Internet of Things Journal, 7(11): 10782–10793, 2020.

Topology-Aware Knowledge Propagation in Decentralized Learning Privacy- preserving federated learning in fog computing.IEEE Internet of Things Journal, 7(11): 10782–10793, 2020

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.075833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.726860Z digest=sha256:395f70351e1b176d11dba79ed3ac4bea4cf82edda7e750e3d8c8e16832fd0fb9

Observation d60e00c2-ecc0-40e8-b0ef-cf15db352dd0 · outbound

This paper cites DRLE: Decentralized reinforcement learning at the edge for traffic light control in the IoV.IEEE Transactions on Intelligent Transportation Systems, 22(4):2262–2273, 2020.

Topology-Aware Knowledge Propagation in Decentralized Learning DRLE: Decentralized reinforcement learning at the edge for traffic light control in the IoV.IEEE Transactions on Intelligent Transportation Systems, 22(4):2262–2273, 2020

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Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.064425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.730612Z digest=sha256:5316deb9280e4e79dc6bd5303ee5f823e355e700992c9b4ad893de9f5f0540f2

Observation b4c02726-a344-4502-b4d9-1943f5605499 · outbound

This paper cites Decentralized p2p federated learning for privacy-preserving and resilient mobile robotic systems.IEEE Wireless Communications, 30(2):82–89, 2023.

Topology-Aware Knowledge Propagation in Decentralized Learning Decentralized p2p federated learning for privacy-preserving and resilient mobile robotic systems.IEEE Wireless Communications, 30(2):82–89, 2023

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:53:13.052091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.734877Z digest=sha256:63f6587cb3ee87ad757ccc61254b5cb055a81d34eae11d8a72594998d68e21c2

Observation 4194ca42-9d65-492f-bb27-b4134131a522 · outbound

This paper cites popularity.

Topology-Aware Knowledge Propagation in Decentralized Learning popularity

Reference 93

Resolution
malformed identifier
raw_fallback, observed 2026-08-15T20:53:13.039395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T20:53:12.738613Z digest=sha256:62a0545fa107cfbe32da7c91a8f9061010ac85078c1c768b2e971dec4bbfaa1f

Pith citing papers

No inbound Pith citation observations are available.