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Paper Citation Record · LEDGER

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers

As of 7 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations for arXiv:2606.06687.

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

pith.paper-citation-record.v1
2606.06687 v1

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T02:37:42.990871Z

measured 55 of 55 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

55 of 55 outbound references displayed

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External citation measurements

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Outbound references

Observation 08e8c4c3-0431-4a4f-9138-965a0a7d51bb · outbound

This paper cites A robust privacy-preserving federated learning model against model poisoning attacks,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers A robust privacy-preserving federated learning model against model poisoning attacks,

Reference 1

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Observation b9744836-17c0-4f14-9ae3-6b16d0ae43aa · outbound

This paper cites Decentralized federated learning: A survey on security and privacy,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Decentralized federated learning: A survey on security and privacy,

Reference 2

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Observation 87bdbc9f-43c6-452c-b7c8-1e5e13d5aa85 · outbound

This paper cites Device sampling and resource optimization for federated learning in cooperative edge networks,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Device sampling and resource optimization for federated learning in cooperative edge networks,

Reference 3

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Observation 0f0966a2-1fd3-4684-88c8-feeeb0fcb60c · outbound

This paper cites A review of federated learning methods in heterogeneous scenarios,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers A review of federated learning methods in heterogeneous scenarios,

Reference 4

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Observation 4268be40-b6b6-42c1-809f-83af5e34dd8d · outbound

This paper cites Toward cooperative federated learning over heterogeneous edge/fog networks,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Toward cooperative federated learning over heterogeneous edge/fog networks,

Reference 5

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Observation 54e38f8c-fdd4-4752-9ffd-847938351073 · outbound

This paper cites Adaptive federated learning in resource constrained edge com- puting systems,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Adaptive federated learning in resource constrained edge com- puting systems,

Reference 6

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Observation 99dda260-b889-4ed1-a3bf-9eb70e823895 · outbound

This paper cites Decentralized federated learning: A survey and perspective,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Decentralized federated learning: A survey and perspective,

Reference 7

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Observation 7af63f77-f203-4a5b-a4a0-bde013bb94cc · outbound

This paper cites Semi-decentralized federated learning with collaborative relaying,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Semi-decentralized federated learning with collaborative relaying,

Reference 8

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Observation c50b0785-19f3-4fa6-97e4-16939166de3d · outbound

This paper cites Semi-decentralized federated learning with cooperative d2d local model aggregations,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Semi-decentralized federated learning with cooperative d2d local model aggregations,

Reference 9

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Observation 5495abc5-9e51-4a4b-8429-2bcf1ea3f7d7 · outbound

This paper cites Sdflmq: A semi-decentralized federated learning framework over mqtt,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Sdflmq: A semi-decentralized federated learning framework over mqtt,

Reference 10

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Observation 18f540c6-2f9c-4d4c-b11c-fa465a4d806a · outbound

This paper cites A novel framework for the analysis and design of heterogeneous federated learning,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers A novel framework for the analysis and design of heterogeneous federated learning,

Reference 11

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Observation 43b47689-65b9-4ea1-89ef-f1814e992f39 · outbound

This paper cites Accelerating decentralized federated learning with probabilistic com- munication in heterogeneous edge computing,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Accelerating decentralized federated learning with probabilistic com- munication in heterogeneous edge computing,

Reference 12

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Observation 4652f4d2-1cc0-4a97-830f-95de46058110 · outbound

This paper cites Gossipfl: A decentralized federated learning framework with sparsified and adaptive communication,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Gossipfl: A decentralized federated learning framework with sparsified and adaptive communication,

Reference 13

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Observation 5ef89fc5-562f-4072-80a4-00e0e7953c8c · outbound

This paper cites Decentralized Federated Learning with Gradient Tracking over Time-Varying Directed Networks.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Decentralized Federated Learning with Gradient Tracking over Time-Varying Directed Networks

Reference 14

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Observation 39992e70-8f85-40eb-ac9a-0c252d27a3dc · outbound

This paper cites Peer-to- peer trading in electricity networks: An overview,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Peer-to- peer trading in electricity networks: An overview,

Reference 15

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Observation 5b275919-cde3-4914-92a9-7a8e55b67958 · outbound

This paper cites Peer to peer distributed solar energy trading,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Peer to peer distributed solar energy trading,

Reference 16

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Observation 857447d4-6e4c-47d0-8d9c-145e397ff9e9 · outbound

This paper cites An ad-hoc sensor network for disaster relief operations,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers An ad-hoc sensor network for disaster relief operations,

Reference 17

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Observation 46758a31-ee17-4b4b-b157-5660c4e51b97 · outbound

This paper cites Information-centric robotic ad hoc networking based continuous data routing and delivery for disaster scenes,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Information-centric robotic ad hoc networking based continuous data routing and delivery for disaster scenes,

Reference 18

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Observation 5d30b735-6c90-4424-8a0d-6338b4c12bd7 · outbound

This paper cites Joint multi-domain resource allocation and trajectory optimization in uav-assisted maritime iot networks,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Joint multi-domain resource allocation and trajectory optimization in uav-assisted maritime iot networks,

Reference 19

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Observation 735d9e8d-9a54-47eb-93a5-4e1109b4f5fb · outbound

This paper cites Fmd-iov: Security and robust enhancement for federated multi-domain learning–based iov,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Fmd-iov: Security and robust enhancement for federated multi-domain learning–based iov,

Reference 20

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Observation 601a5019-98e8-4bc1-86ec-3b5e1158447b · outbound

This paper cites Coded cooperative networks for semi-decentralized federated learning,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Coded cooperative networks for semi-decentralized federated learning,

Reference 21

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Observation 3ccc81a7-1980-4167-aa6b-34d863f40566 · outbound

This paper cites Decentralized federated averaging,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Decentralized federated averaging,

Reference 22

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Observation 28af3c0c-b227-42cb-93c6-11633ca9b1cb · outbound

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

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers A unified theory of decentralized sgd with changing topology and local updates,

Reference 23

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Observation 7d6af186-5f5f-4b99-9e6e-2e94866d80ce · outbound

This paper cites Hierarchical federated learning with quantization: Convergence analysis and system design,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Hierarchical federated learning with quantization: Convergence analysis and system design,

Reference 24

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Observation 6f45b0bd-fef2-4592-93b4-1738e9f8c2af · outbound

This paper cites Hierarchical federated learning for social network with mobil- ity,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Hierarchical federated learning for social network with mobil- ity,

Reference 25

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Observation af795b6b-7d06-471f-98fc-102a45ed4b36 · outbound

This paper cites Uav-assisted online machine learning over multi-tiered networks: A hierarchical nested personalized federated learning approach,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Uav-assisted online machine learning over multi-tiered networks: A hierarchical nested personalized federated learning approach,

Reference 26

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Observation 9c3ba457-b503-4586-a166-ac0794d304c1 · outbound

This paper cites Hierarchical federated learning in multi-hop cluster-based vanets,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Hierarchical federated learning in multi-hop cluster-based vanets,

Reference 27

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Observation 2c714716-0cb3-4d0e-b02d-14b94a25b238 · outbound

This paper cites Semi-decentralized federated edge learning for fast convergence on non-iid data,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Semi-decentralized federated edge learning for fast convergence on non-iid data,

Reference 28

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Observation 6a01a1ca-d733-42ab-8095-c9b0b5f82ad9 · outbound

This paper cites Accelerating federated learning with cluster construction and hierarchical aggrega- tion,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Accelerating federated learning with cluster construction and hierarchical aggrega- tion,

Reference 29

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Observation c6c1c9d6-753b-4108-85a8-76ff28597437 · outbound

This paper cites Towards hierarchical clustered federated learning with model stability on mobile devices,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Towards hierarchical clustered federated learning with model stability on mobile devices,

Reference 30

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This paper cites Distributed optimization over time-varying directed graphs,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Distributed optimization over time-varying directed graphs,

Reference 31

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Observation 120671aa-0819-497e-a744-c1c105218016 · outbound

This paper cites Quantized decentralized stochastic learning over directed graphs,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Quantized decentralized stochastic learning over directed graphs,

Reference 32

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Observation ebeac82c-9ebe-4a8d-9476-12c6c17b548d · outbound

This paper cites Matcha: A matching-based link scheduling strategy to speed up distributed optimization,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Matcha: A matching-based link scheduling strategy to speed up distributed optimization,

Reference 33

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Observation 9cd13372-bba6-4225-8496-70cc5d661278 · outbound

This paper cites Decentralized federated learning: Balancing communication and computing costs,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Decentralized federated learning: Balancing communication and computing costs,

Reference 34

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Observation caa6ac70-6962-4cda-8afc-8addd9a03420 · outbound

This paper cites On the benefits of multiple gossip steps in communication-constrained decentralized federated learning,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers On the benefits of multiple gossip steps in communication-constrained decentralized federated learning,

Reference 35

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Observation d0d6ba33-dfe2-4b77-a57d-9d46578c46e5 · outbound

This paper cites Distributed subgradient methods for multi- agent optimization,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Distributed subgradient methods for multi- agent optimization,

Reference 36

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Observation 7b94a3b6-f52a-4793-ac52-05203a7a8d10 · outbound

This paper cites Decentralized Sporadic Federated Learning: A Unified Algorithmic Framework with Convergence Guarantees.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Decentralized Sporadic Federated Learning: A Unified Algorithmic Framework with Convergence Guarantees

Reference 37

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arxiv_id, observed 2026-07-02T11:56:55.814302Z

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Observation 10215077-6042-4045-a909-2f35d1a6534b · outbound

This paper cites Extra: An exact first-order algorithm for decentralized consensus optimization,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Extra: An exact first-order algorithm for decentralized consensus optimization,

Reference 38

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Observation 23172583-ac48-420a-9565-086f66a4beb6 · outbound

This paper cites Swift: Rapid decentralized federated learning via wait-free model communi- cation,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Swift: Rapid decentralized federated learning via wait-free model communi- cation,

Reference 39

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Observation 6861089b-5198-4f6e-b3af-8362fccc4605 · outbound

This paper cites Collaborative deep learning in fixed topology networks,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Collaborative deep learning in fixed topology networks,

Reference 40

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Observation 80630546-ca7d-442a-a85c-d205480c0956 · outbound

This paper cites On the complexity of finding stationary points of smooth functions in one dimension,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers On the complexity of finding stationary points of smooth functions in one dimension,

Reference 41

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Observation 85549214-d95a-4b13-9819-7d4d5d5dfc54 · outbound

This paper cites A proximal stochastic gradient method with progressive variance reduction,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers A proximal stochastic gradient method with progressive variance reduction,

Reference 42

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Observation ac03edb2-5dd6-494e-9208-1a0b0224ed9d · outbound

This paper cites On the importance of initialization and momentum in deep learning,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers On the importance of initialization and momentum in deep learning,

Reference 43

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source=pdf_text observed=2026-06-28T02:37:42.990871Z digest=sha256:f887c6f848ecc56d0beba8269baaf63324b23ddcbf1a7a8dead5a83e86a4cc1e

Observation 164f75af-8b16-45ef-b7fb-70a8b7a8512b · outbound

This paper cites The perron-frobenius theorem: some of its applications,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers The perron-frobenius theorem: some of its applications,

Reference 44

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source=pdf_text observed=2026-06-28T02:37:42.990871Z digest=sha256:04c39bb6d99849555ec75a7b1ba1d98f34fb8f09d95e97511c07d903092101bc

Observation 7399427c-cda4-4774-865b-66a99b852191 · outbound

This paper cites an unresolved cited work.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Unresolved cited work

Reference 45

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Observation 6d2ce10b-c672-44d3-b867-55c685c05b2a · outbound

This paper cites Jensen–shannon divergence and hilbert space embedding,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Jensen–shannon divergence and hilbert space embedding,

Reference 46

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Observation ce439426-b346-4df2-9774-695dca7872c3 · outbound

This paper cites Energy distance,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Energy distance,

Reference 47

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Observation a7bfa750-b6ca-413f-89ef-a2e25da6a7d0 · outbound

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

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms

Reference 48

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verified exact
local_arxiv, observed 2026-07-02T11:56:55.811453Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-28T02:37:42.990871Z digest=sha256:9587c922c722465adbaba15a68e3ef89edd811066ba92828c0a3769a30b5f0b9

Observation 6bd68f2e-91c9-4ab1-8fe7-812f6840d178 · outbound

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

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Learning multiple layers of features from tiny images,

Reference 49

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Observation 62af9629-b1cc-4d52-bd19-81d9405ccf37 · outbound

This paper cites Random graphs,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Random graphs,

Reference 50

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Observation ecbed802-c9d4-4708-a7ec-93f434c48eb8 · outbound

This paper cites Distributed average consensus with time-varying metropolis weights,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Distributed average consensus with time-varying metropolis weights,

Reference 51

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source=pdf_text observed=2026-06-28T02:37:42.990871Z digest=sha256:76a91696481ad90bca2973fb11026f3686ab2f5108972362a16aa99206840470

Observation b22d2fad-2362-491c-8be5-d3c101a73b31 · outbound

This paper cites Emergence of scaling in random net- works,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Emergence of scaling in random net- works,

Reference 52

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Observation ce26b71a-cef7-4cec-9698-484e95863e27 · outbound

This paper cites an unresolved cited work.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Unresolved cited work

Reference 53

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Observation 278e68b7-d062-4547-8931-3f15ecbc3faa · outbound

This paper cites Collective dynamics of ‘small- world’networks,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Collective dynamics of ‘small- world’networks,

Reference 54

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Observation db9043de-18b0-410d-8959-10c0396d4a07 · outbound

This paper cites Some remarks on the theory of graphs,.

Towards Serverless Semi-Decentralized Federated Learning with Heterogeneous Optimizers Some remarks on the theory of graphs,

Reference 55

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