Topology-Aware Knowledge Propagation in Decentralized Learning | Paper Citation Record

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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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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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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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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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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

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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:53:13.709977Z

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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

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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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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

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:53:13.674935Z

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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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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

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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

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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

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This paper cites Scaling Laws for Neural Language Models.

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

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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

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:53:13.612077Z

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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

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This paper cites Decentralized deep learning with arbitrary communication compression.

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

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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

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This paper cites Consensus control for decentralized deep learning.

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

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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

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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

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This paper cites Fully decentralized federated learning.

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

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This paper cites A review of applications in federated learning.

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

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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

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

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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

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Topology-Aware Knowledge Propagation in Decentralized Learning Unresolved cited work

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This paper cites Asynchronous decentralized parallel stochastic gradient descent.

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

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:53:13.498805Z

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Topology-Aware Knowledge Propagation in Decentralized Learning Unresolved cited work

Reference 46

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Topology-Aware Knowledge Propagation in Decentralized Learning Unresolved cited work

Reference 47

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

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

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

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

Reference 49

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

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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

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

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This paper cites Optimal complexity in decentralized training.

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

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:53:13.430831Z

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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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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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:53:13.408778Z

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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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:53:13.395903Z

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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

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Resolution: verified fuzzy; 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 2026-08-17T06:30:58.91139+00:00.

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

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Resolution: verified fuzzy; 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 2026-08-17T06:30:58.91139+00:00.

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

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Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:12.595483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: verified exact; 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 2026-08-17T06:30:58.91139+00:00.

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

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Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:12.603107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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Resolution: 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 2026-08-17T06:30:58.91139+00:00.

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

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Resolution: 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 2026-08-17T06:30:58.91139+00:00.

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

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Resolution: verified fuzzy; 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 2026-08-17T06:30:58.91139+00:00.

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

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Resolution: unresolved; no resolver link, observed 2026-08-15T20:53:12.619716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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Resolution: verified fuzzy; 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 2026-08-17T06:30:58.91139+00:00.

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

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Resolution: 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 2026-08-17T06:30:58.91139+00:00.

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

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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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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Unavailable: canonical work link unavailable.

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

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Unavailable: canonical work link unavailable.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

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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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

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

This paper cites popularity.

Topology-Aware Knowledge Propagation in Decentralized Learning popularity

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Source-reported events for the cited work

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