Pith. sign in

Paper Citation Record · LEDGER

Decentralized Federated Learning by Partial Message Exchange

As of 10 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 1 inbound Pith citation observation for arXiv:2603.01730.

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

pith.paper-citation-record.v1
2603.01730 v3

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T19:44:17.278048Z

measured 67 of 67 standing notices

One-hop event checks from named stored sources.

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

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-02T19:44:47.733008Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T19:47:18.784816Z

Reference resolution

66 of 66 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved66
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e317d730-dc85-47cb-841a-0fe3c19d3b64 · outbound

This paper cites Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges,.

Decentralized Federated Learning by Partial Message Exchange Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges,

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:10.418108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:10.418108Z digest=sha256:e7f7b6031ba07531f4e3b542fa623385a0751b3496e58c7dbc1a8e82c7659dd6

Observation d71a689e-aff2-4d24-bcc8-d6e3c8b7345f · outbound

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

Decentralized Federated Learning by Partial Message Exchange Decentralized federated learning: A survey on security and privacy,

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:10.489745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:10.489745Z digest=sha256:278d80bf7acba168500e80a1253d532d801a3bf83609e8895cb762b1ea9ba92a

Observation 846bf843-a398-472e-8358-930fa7aefe99 · outbound

This paper cites An innovative decentralized and distributed deep learning framework for predictive maintenance in the industrial internet of things,.

Decentralized Federated Learning by Partial Message Exchange An innovative decentralized and distributed deep learning framework for predictive maintenance in the industrial internet of things,

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:10.616031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:10.616031Z digest=sha256:93d82262bfc01589fc395d68528eab6ef61f7ad5a32d0cbc536b28d8fa431458

Observation fe432c74-6201-4022-acb9-aa52cc109df4 · outbound

This paper cites Decentralized navigation with heterogeneous federated reinforcement learning for uav- enabled mobile edge computing,.

Decentralized Federated Learning by Partial Message Exchange Decentralized navigation with heterogeneous federated reinforcement learning for uav- enabled mobile edge computing,

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:10.722461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:10.722461Z digest=sha256:10242ca0edcd3dbaf286e722db0e95144677bdd9b50f6977fa8c57d8a7113027

Observation 0e5faf2f-83d2-4131-b6d0-09b93103bebe · outbound

This paper cites Federated learning-based energy fore- casting and trading platform for decentralized renewable energy markets,.

Decentralized Federated Learning by Partial Message Exchange Federated learning-based energy fore- casting and trading platform for decentralized renewable energy markets,

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:10.818316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:10.818316Z digest=sha256:b72fdb684175073a0f69f99f18f0b9d4d37676f21551c689513396712bdb4a20

Observation c41525aa-662b-4921-b44e-44d14ba71d19 · outbound

This paper cites Federated learning meets blockchain in decentralized data sharing: Healthcare use case,.

Decentralized Federated Learning by Partial Message Exchange Federated learning meets blockchain in decentralized data sharing: Healthcare use case,

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:10.923726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:10.923726Z digest=sha256:e3b6424b5b34711a992a7257778aebbe63a6e354fddb13dde398547876de9010

Observation fbd0efca-23d6-404c-8f07-2b387cdb5bda · outbound

This paper cites Can decentralized algorithms outperform centralized algorithms? a case study for decentralized parallel stochastic gradient descent,.

Decentralized Federated Learning by Partial Message Exchange Can decentralized algorithms outperform centralized algorithms? a case study for decentralized parallel stochastic gradient descent,

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:11.041923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:11.041923Z digest=sha256:196d71f5986d51644fe1fa6e6230fb567b5d12320aa12201f7229109c701a4e0

Observation 5afbc594-5f1c-4494-a792-78ee9a64692c · outbound

This paper cites Improving the model consistency of decentral- ized federated learning,.

Decentralized Federated Learning by Partial Message Exchange Improving the model consistency of decentral- ized federated learning,

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:11.106571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:11.106571Z digest=sha256:6a6f92e3f8b02d5801a1e2736f9bd8b0e4137ae2c97eb58d2ea473c22e1fd901

Observation 4340a924-59b7-48cb-9f29-d33f2b678e88 · outbound

This paper cites Topology-aware generalization of decentralized sgd,.

Decentralized Federated Learning by Partial Message Exchange Topology-aware generalization of decentralized sgd,

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:11.161354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:11.161354Z digest=sha256:3b7790c01dd4f1b210862c1463f8228c40ff26ae5fc8397ef276c0f1362acc4c

Observation 227b8c1e-1bfd-4142-bfd2-122873bfe284 · outbound

This paper cites Decentralized optimiza- tion with edge sampling,.

Decentralized Federated Learning by Partial Message Exchange Decentralized optimiza- tion with edge sampling,

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:11.263845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:11.263845Z digest=sha256:73815cee606ab9f6033bb2c60c23d9f53128213a344d000590aa4873fa182159

Observation 2e081d8a-c13e-4aef-ab90-a36f6f9d27d1 · outbound

This paper cites De V os, S.

Decentralized Federated Learning by Partial Message Exchange De V os, S

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:11.338929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:11.338929Z digest=sha256:8c7486712872f941b6e638444627b9be21cedbf1629cc14a64a2e4d4f72ffbc6

Observation a2e9a098-82b5-4599-b2a1-21dfed5009a8 · outbound

This paper cites Smart Sampling: Helping from Friendly Neighbors for Decentralized Federated Learning.

Decentralized Federated Learning by Partial Message Exchange Smart Sampling: Helping from Friendly Neighbors for Decentralized Federated Learning

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:11.431561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:11.431561Z digest=sha256:d21979bf1736d9a8f9c59e7303aec6231a49471abbaac1ed12cda617fdb0eec3

Observation fee3b85f-ee23-447a-815b-6590546d16d8 · outbound

This paper cites Personalized decentralized federated learning: A privacy-enhanced and byzantine-resilient approach,.

Decentralized Federated Learning by Partial Message Exchange Personalized decentralized federated learning: A privacy-enhanced and byzantine-resilient approach,

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:11.502705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:11.502705Z digest=sha256:79a4c1d7daa3d70234564120d4f9395a6473b85d9c0d037fa0a7fa26b89fdd2a

Observation 44bd6a92-fbe4-4ea5-bf9c-a895109d4180 · outbound

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

Decentralized Federated Learning by Partial Message Exchange Distributed subgradient methods for multi-agent optimization,

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:11.609249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:11.609249Z digest=sha256:4100db5feb74b2561f669e3493222a9fab8dbedb05f3884c0720facdabe45cb1

Observation 0e93380b-2867-4772-9116-ce1d12c661e4 · outbound

This paper cites Com- munication compression for decentralized training,.

Decentralized Federated Learning by Partial Message Exchange Com- munication compression for decentralized training,

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:11.705029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:11.705029Z digest=sha256:436c598cac025bb3b871314de340013ca486b103b3992570c17b4dacacdf07db

Observation bb35fc2b-7b3d-4503-9044-00456717a207 · outbound

This paper cites The convergence of spar- sified gradient methods,.

Decentralized Federated Learning by Partial Message Exchange The convergence of spar- sified gradient methods,

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:11.846193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:11.846193Z digest=sha256:b628fa14b08dba4bf940fc7910e54125d9061b73129b7e85a01bedef994e0fe0

Observation d0132d68-9777-418b-82e1-a64869dcbf85 · outbound

This paper cites Sparse decen- tralized federated learning,.

Decentralized Federated Learning by Partial Message Exchange Sparse decen- tralized federated learning,

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:11.963659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:11.963659Z digest=sha256:2cc0d631ec74086ce08dc874dde2acb2f8943178631fd9d52dde7d905afd93d5

Observation acf84ca3-5627-4c76-9cda-a39fb841289d · outbound

This paper cites Decentralized learning with unreliable communications,.

Decentralized Federated Learning by Partial Message Exchange Decentralized learning with unreliable communications,

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:12.116235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:12.116235Z digest=sha256:8cca9be9217bd79be8f7fa1e230207845b7282d2a02acfe60fc44276117dfc69

Observation 64a6e3d2-31c4-489c-ab82-eb5f8165e58d · outbound

This paper cites Decentralized multi-client functional encryption for in- ner product with applications to federated learning,.

Decentralized Federated Learning by Partial Message Exchange Decentralized multi-client functional encryption for in- ner product with applications to federated learning,

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:12.212981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:12.212981Z digest=sha256:b514c772e4c565e8fb535ff1af66db9b33ded6e19d0bb232cce218f2c50de602

Observation fdd04d28-4fd7-4aa0-9f0f-44883eafd0f3 · outbound

This paper cites Securing decentral- ized federated learning: cryptographic mechanisms for privacy and trust,.

Decentralized Federated Learning by Partial Message Exchange Securing decentral- ized federated learning: cryptographic mechanisms for privacy and trust,

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:12.363322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:12.363322Z digest=sha256:074e852ec097865ce9e49a866eca4257ad5d5f8c642e8f5f321c327a65ddf6aa

Observation f7110104-433c-413b-943b-967118060ac2 · outbound

This paper cites Decentralized nonconvex opti- mization with guaranteed privacy and accuracy,.

Decentralized Federated Learning by Partial Message Exchange Decentralized nonconvex opti- mization with guaranteed privacy and accuracy,

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:12.447568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:12.447568Z digest=sha256:7935ed09c67fce85e78976243f17f6b57f2fb5c479ff79f4e803b55f4f9c5345

Observation 361f2988-14a1-4e58-b86d-94eba9ee8427 · outbound

This paper cites Differentially private linearized admm algorithm for decentralized nonconvex optimization,.

Decentralized Federated Learning by Partial Message Exchange Differentially private linearized admm algorithm for decentralized nonconvex optimization,

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:12.516797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:12.516797Z digest=sha256:0ea62428eff82426dab7dabd6a6671c53191d941bf55c8208c53a09eab9759b4

Observation 2624b4ed-b919-431a-9a7c-f327a7a81cf0 · outbound

This paper cites Dp-norm: Differential privacy primal-dual algorithm for decen- tralized federated learning,.

Decentralized Federated Learning by Partial Message Exchange Dp-norm: Differential privacy primal-dual algorithm for decen- tralized federated learning,

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:12.550996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:12.550996Z digest=sha256:d38e7aca73230683556079c1def82bf06f812ed7f1c477eabe383d701ec5e544

Observation 94778d74-2ee5-44a6-bf90-13a622de9f44 · outbound

This paper cites Federated learning via inexact admm,.

Decentralized Federated Learning by Partial Message Exchange Federated learning via inexact admm,

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:12.618024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:12.618024Z digest=sha256:bafbc3e4de2e66b3fe66c41bd0a330468538051b93d49e1edbf6e80e4e9db791

Observation f6440328-ffe3-4b4d-a2f3-7e31e97b0808 · outbound

This paper cites Decentralized federated averaging,.

Decentralized Federated Learning by Partial Message Exchange Decentralized federated averaging,

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:12.714632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:12.714632Z digest=sha256:b36035d6d99233f82b71808340b371557ca743f8bc023ac6d07f34e1fc2ef6a5

Observation 98a6c711-a798-49b2-b074-1d4300390a66 · outbound

This paper cites Decentralized feder- ated learning: Balancing communication and computing costs,.

Decentralized Federated Learning by Partial Message Exchange Decentralized feder- ated learning: Balancing communication and computing costs,

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:12.786151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:12.786151Z digest=sha256:5fb9b219f571ddd073559df657b74c264308d956e604e70fcaf084fcc1218f37

Observation 29c7e558-67e5-4842-aaec-f5c8fab44104 · outbound

This paper cites De- centralized deep learning with arbitrary communication compression,.

Decentralized Federated Learning by Partial Message Exchange De- centralized deep learning with arbitrary communication compression,

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:12.844298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:12.844298Z digest=sha256:c9698837e11a5d1c3a9cc6920bf65fe8a97017a8eaec1fc8c985d637ec4e466a

Observation 304b8965-43b8-477c-af3c-49e83ecf9e61 · outbound

This paper cites Squarm- sgd: Communication-efficient momentum sgd for decen- tralized optimization,.

Decentralized Federated Learning by Partial Message Exchange Squarm- sgd: Communication-efficient momentum sgd for decen- tralized optimization,

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:12.908459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:12.908459Z digest=sha256:cdce968412e8138a3a38f7b665d27949dd8993e042c60f2172cac6c549dbb657

Observation 71222f06-90fd-4d96-8520-34721017bb3c · outbound

This paper cites Beer: Fasto(1/t)rate for decentralized nonconvex optimiza- tion with communication compression,.

Decentralized Federated Learning by Partial Message Exchange Beer: Fasto(1/t)rate for decentralized nonconvex optimiza- tion with communication compression,

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:12.974697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:12.974697Z digest=sha256:419aab27d8f830f5041b5f4058120dd214062d6749c985900f1ee0ba91392c54

Observation 1110c756-9885-449c-b1b5-d39b9bfbdcc0 · outbound

This paper cites Decentralized sum-of- nonconvex optimization,.

Decentralized Federated Learning by Partial Message Exchange Decentralized sum-of- nonconvex optimization,

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:13.073574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:13.073574Z digest=sha256:7a174bf675856afe85fe264257098b4a6ea226f85e8173afd84a017fa95c3118

Observation eabae8b9-e2db-4274-a8c3-87c50490e754 · outbound

This paper cites A decentralized proximal- gradient method with network independent step-sizes and separated convergence rates,.

Decentralized Federated Learning by Partial Message Exchange A decentralized proximal- gradient method with network independent step-sizes and separated convergence rates,

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:13.156569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:13.156569Z digest=sha256:e85431a852aab7c8753aa15279ebddc03e52766e2cde4a915fe3c551b73cc346

Observation 39ba6f39-08df-4b37-9c3b-65a2e18d5935 · outbound

This paper cites Finite-bit quantization for distributed algorithms with linear con- vergence,.

Decentralized Federated Learning by Partial Message Exchange Finite-bit quantization for distributed algorithms with linear con- vergence,

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:13.221766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:13.221766Z digest=sha256:dcc83147c504e16548dfa7d4165190ef52e2e292f7cc546049e2a00482bf0644

Observation 63a44a53-a2f4-402d-b4a5-c714b2c35988 · outbound

This paper cites Private and communication-efficient edge learning: A sparse differ- ential gaussian-masking distributed sgd approach,.

Decentralized Federated Learning by Partial Message Exchange Private and communication-efficient edge learning: A sparse differ- ential gaussian-masking distributed sgd approach,

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:13.321436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:13.321436Z digest=sha256:1a5be388f0fccabd16ee2f2804fe6b92c1435ef50d07d94d4b0fdcdeec32a669

Observation 1c5b90d1-6125-426d-832f-6aaad24d8921 · outbound

This paper cites Federated learning with sparsified model perturbation: Improving accuracy under client-level differential privacy,.

Decentralized Federated Learning by Partial Message Exchange Federated learning with sparsified model perturbation: Improving accuracy under client-level differential privacy,

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:13.378804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:13.378804Z digest=sha256:de5e9c54fd2313b517a2625c2e23183adcadb3656a9f21c10e1a87a20b94023b

Observation f72c6d89-e6d7-4d8a-9583-1990487e4095 · outbound

This paper cites Communication-Efficient Secure Aggregation in Decentralized Learning.

Decentralized Federated Learning by Partial Message Exchange Communication-Efficient Secure Aggregation in Decentralized Learning

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:13.483395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:13.483395Z digest=sha256:fba0a368d169cedc76f313099b84bfd19e42b0407132070f2df56ae258232d35

Observation 319a436d-7a04-4b57-95df-b5b192e12852 · outbound

This paper cites Numerical optimization,.

Decentralized Federated Learning by Partial Message Exchange Numerical optimization,

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:13.571358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:13.571358Z digest=sha256:f012e829c47e95920fcae439f8d4988da5159ad83bf7cba1fb0b10124228ec2a

Observation 5344d6cd-06ea-42b2-b472-d010634e1085 · outbound

This paper cites Asynchronous Stochastic Gradient Descent with Delay Compensation.

Decentralized Federated Learning by Partial Message Exchange Asynchronous Stochastic Gradient Descent with Delay Compensation

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:13.735205Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:13.735205Z digest=sha256:35aeaecf662439a4dceb57c39ad3013e95e7d6561ba8e3e41ad499b260ff13f8

Observation 60d1e45d-4a15-4326-8bba-459faee91731 · outbound

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

Decentralized Federated Learning by Partial Message Exchange Parallel restarted sgd with faster convergence and less communication: Demystify- ing why model averaging works for deep learning,

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:13.864880Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:13.864880Z digest=sha256:667fbf2085fd63785be3a8a1f3a05117b18126dabf2a6a6760bd9f25360a5982

Observation e40e6986-627a-4445-9258-6a7db098ba00 · outbound

This paper cites Cooperative sgd: A unified framework for the design and analysis of local-update sgd algorithms,.

Decentralized Federated Learning by Partial Message Exchange Cooperative sgd: A unified framework for the design and analysis of local-update sgd algorithms,

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:14.060519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:14.060519Z digest=sha256:2000bc875a2d8d58975515f08a163ca7308fc650b116c0cfb9bf6322c7321c2a

Observation ee6d1cc0-115e-4293-856f-55720fcfaa93 · outbound

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

Decentralized Federated Learning by Partial Message Exchange Communication-efficient learning of deep networks from decentralized data,

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:14.181024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:14.181024Z digest=sha256:1d60effbc44cd4b6a2132572dec63616a26544ee665858f3daeb1968934c7f85

Observation ad3bd8f1-5e8d-41e9-9ed5-6780b3adddfd · outbound

This paper cites On the Convergence of FedAvg on Non-IID Data.

Decentralized Federated Learning by Partial Message Exchange On the Convergence of FedAvg on Non-IID Data

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:14.314881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:14.314881Z digest=sha256:010f24a89747088bc26d0b04ef863ff5c9c046785c9cd4732dcb2fa2bf299d42

Observation 800f2dfe-690f-4e0e-a2a9-bd5b74ed2c30 · outbound

This paper cites Federated optimization in heterogeneous networks,.

Decentralized Federated Learning by Partial Message Exchange Federated optimization in heterogeneous networks,

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:14.432735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:14.432735Z digest=sha256:89e3d7f7e1ab1a30379478c640a0e389854c22aa65d299a73a9a94d3fe59bf79

Observation 70d04a0f-a8d4-47b3-8d2d-bf9b23b43ecf · outbound

This paper cites Fedgia: An efficient hybrid algorithm for federated learning,.

Decentralized Federated Learning by Partial Message Exchange Fedgia: An efficient hybrid algorithm for federated learning,

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:14.561578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:14.561578Z digest=sha256:9898cf6c23566803f8cfdbbc00ae48ad0c9e00dc45ee9b7bb757dd535047aae9

Observation cf4f2841-1ac9-411e-80cf-ab2156e68a21 · outbound

This paper cites The sparse vector technique, revisited,.

Decentralized Federated Learning by Partial Message Exchange The sparse vector technique, revisited,

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:14.697937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:14.697937Z digest=sha256:9df286fffba1df9c4522dab5b2d525bc5dc7eeb7be2e184eca3d75b560cc1165

Observation 294daf0e-c19b-48c9-a71c-5d2c865687bc · outbound

This paper cites Improving sparse vector tech- nique with renyi differential privacy,.

Decentralized Federated Learning by Partial Message Exchange Improving sparse vector tech- nique with renyi differential privacy,

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:14.814181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:14.814181Z digest=sha256:1086709db56785b790ed8ecf06a6230b3536649775a6fc719c13051247eb2ff7

Observation a6c94fa2-8306-4b37-90a6-1247c5842f47 · outbound

This paper cites Secure federated averaging algorithm with differential privacy,.

Decentralized Federated Learning by Partial Message Exchange Secure federated averaging algorithm with differential privacy,

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:15.008735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:15.008735Z digest=sha256:d0bd9adec42d505e2be11d1a2263f711dde875cf6e4d51161c0d4c2b7f065964

Observation ad5e005d-8525-446e-b767-a0ba58e55ab3 · outbound

This paper cites Federated Stochastic Primal-dual Learning with Differential Privacy.

Decentralized Federated Learning by Partial Message Exchange Federated Stochastic Primal-dual Learning with Differential Privacy

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:15.177413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:15.177413Z digest=sha256:17cae3f7d73815d32485ab480f093fd1fdd3bcb4689872a95d19f55fb67730ae

Observation c89e36ad-1808-4ff5-8bdc-0fca144ac977 · outbound

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

Decentralized Federated Learning by Partial Message Exchange Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:15.320107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:15.320107Z digest=sha256:2e9b071ef4d0c89063fa7252e6799e538f23acc62b8675ac494825622487118a

Observation ff3b4b19-4113-4434-9224-e135f745f058 · outbound

This paper cites Deep residual learning for image recognition,.

Decentralized Federated Learning by Partial Message Exchange Deep residual learning for image recognition,

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:15.488134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:15.488134Z digest=sha256:139b3bfb41d24ae98ca8f982eebdcbad9be1109182f09f58ee335c449074bd87

Observation b02239fb-fa11-4900-b9e3-d2cc7c8022b8 · outbound

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

Decentralized Federated Learning by Partial Message Exchange Learning multiple layers of features from tiny images,

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:15.635415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:15.635415Z digest=sha256:9ecb58b3f166189b710f67519124fe3f632ef640d443842be49a14e8b6d43b39

Observation 55366b6d-5c09-4016-84ce-af9eeb8c26bc · outbound

This paper cites This is adopted for analytical convenience without loss of generality.

Decentralized Federated Learning by Partial Message Exchange This is adopted for analytical convenience without loss of generality

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:15.736620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:15.736620Z digest=sha256:c675cebce241ee9799852350ba20c3a552ee33c6a827156628e40a5a94f0e136

Observation ab17072d-bd76-40af-adf2-821e5fa38ca6 · outbound

This paper cites That is, at every iteration, nodeiselects the same number of neighbor nodes to join in the training.

Decentralized Federated Learning by Partial Message Exchange That is, at every iteration, nodeiselects the same number of neighbor nodes to join in the training

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:15.871601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:15.871601Z digest=sha256:e55a3a4350b75cdd54af363eff2488b7124030ff034aa04c7702b566210f1aa6

Observation 9836d4c0-ad13-4844-b730-ec1807e673c8 · outbound

This paper cites Again, this is adopted for analytical convenience without loss of generality.

Decentralized Federated Learning by Partial Message Exchange Again, this is adopted for analytical convenience without loss of generality

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:15.989933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:15.989933Z digest=sha256:e1cc2ace34978a5deccb88624434e3a4ca5de433d316d96aead630de9f212260

Observation 0dcc4eff-5f34-4424-a07a-931750f19c7c · outbound

This paper cites wk iℓ − 1 r X j∈N k i,ℓ wk jℓ !2 λk i,ℓ =r # +P(λ k i,ℓ = 0)E h (wk iℓ −w k iℓ)2 λk i,ℓ = 0 i = tiX r=1 P(λk i,ℓ =r)E.

Decentralized Federated Learning by Partial Message Exchange wk iℓ − 1 r X j∈N k i,ℓ wk jℓ !2 λk i,ℓ =r # +P(λ k i,ℓ = 0)E h (wk iℓ −w k iℓ)2 λk i,ℓ = 0 i = tiX r=1 P(λk i,ℓ =r)E

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:16.158492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:16.158492Z digest=sha256:b2a10106cbd5760af55a1e5fa0fedceaf779457574fef4072aa303c3d96f5659

Observation 1ec003d7-8810-4f7e-99be-5438e2d79fc0 · outbound

This paper cites an unresolved cited work.

Decentralized Federated Learning by Partial Message Exchange Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:16.307389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:16.307389Z digest=sha256:4e3e45bbb29145ade9a02b8ed3bd927095e6499dca36ff67ac2af324fd1ec028

Observation 69fd5488-e515-4f53-94e7-6e9c881531b6 · outbound

This paper cites Proof.Since 1) has been shown in Lemma 3, we only prove 2).

Decentralized Federated Learning by Partial Message Exchange Proof.Since 1) has been shown in Lemma 3, we only prove 2)

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:16.444253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:16.444253Z digest=sha256:bb79c1afa9e8a57ec2083bba209e9c6c3d985b5d29ce5504f9fbebe3e1d38af8

Observation 4002e7f2-c091-41a9-b914-653aeccc28ff · outbound

This paper cites an unresolved cited work.

Decentralized Federated Learning by Partial Message Exchange Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:16.583610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:16.583610Z digest=sha256:f40fba497090a6691c062124e35d866ffdaa489495804e6249b16702614f832c

Observation d2728ad6-2197-451f-8e24-ab5edc567075 · outbound

This paper cites an unresolved cited work.

Decentralized Federated Learning by Partial Message Exchange Unresolved cited work

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:16.671674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:16.671674Z digest=sha256:6ba876ae5a3c023d64426fffb6ee8bfeabb83ffb56d487c0ba60ceb53ced05f8

Observation a8fd5d4a-8a5f-4608-96dd-0ac4df236f9e · outbound

This paper cites Proof.1) By the triangle inequality and Cauchy-Schwarz: ∥Ewk+1 −Ew k∥ ≤E∥wk+1 −w k∥ ≤ q E∥wk+1 −w k∥2 ≤ c γk/2.

Decentralized Federated Learning by Partial Message Exchange Proof.1) By the triangle inequality and Cauchy-Schwarz: ∥Ewk+1 −Ew k∥ ≤E∥wk+1 −w k∥ ≤ q E∥wk+1 −w k∥2 ≤ c γk/2

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:16.752234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:16.752234Z digest=sha256:170c5e9f085eb74e6986beeb3dde7f832bd072227ef4f6302c71c582958f6f1b

Observation 1c0c8556-5887-4ea9-b2c0-f5e879c438f7 · outbound

This paper cites This implies that there is a constantc >0such that |f(w k)−f(w ∞)| ≤c∥wk −w ∞∥.

Decentralized Federated Learning by Partial Message Exchange This implies that there is a constantc >0such that |f(w k)−f(w ∞)| ≤c∥wk −w ∞∥

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:16.836477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:16.836477Z digest=sha256:b5dc7fe3f164b321376621cc976be834377cd82f331dfa73a99dfebd0e19ba29

Observation a97cb2a7-caa5-4d6d-a14e-a5f0f747549f · outbound

This paper cites We first showlim N→∞ ∆N = 0.

Decentralized Federated Learning by Partial Message Exchange We first showlim N→∞ ∆N = 0

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:16.918147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:16.918147Z digest=sha256:4c7495c0043eeb1627be9b3203e16c4e847ec9113a841ae881aafc9e92faa6fa

Observation c65d6cd7-3f14-4568-bd50-8f784f7286f5 · outbound

This paper cites an unresolved cited work.

Decentralized Federated Learning by Partial Message Exchange Unresolved cited work

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:17.031119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:17.031119Z digest=sha256:b14389613b09144bf5b3bdf8421758a638be8e3013c086edc1acecd3704951cc

Observation 1ef97ead-80c7-46f7-badd-350516c3e562 · outbound

This paper cites an unresolved cited work.

Decentralized Federated Learning by Partial Message Exchange Unresolved cited work

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:17.093131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:17.093131Z digest=sha256:e623b496a739f443c04e1ab082ae0842cafcd94ce5ed366db525f78b4d9ff847

Observation d9180cca-c463-4718-9698-2c356009f791 · outbound

This paper cites Proof.1) From (75) and (74), sequence{ eH k}is non-increasing and bounded from below.

Decentralized Federated Learning by Partial Message Exchange Proof.1) From (75) and (74), sequence{ eH k}is non-increasing and bounded from below

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:17.148277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:17.148277Z digest=sha256:e650ab31c1dab06d7386a510aefd84ca9199e74e2b46adc8e682e1ad7d4e1904

Observation 24b0aa7e-2471-494c-a7c4-de3a5518fa6a · outbound

This paper cites It is easy to checkϖ k ∈N(2δ) for allk≥0.

Decentralized Federated Learning by Partial Message Exchange It is easy to checkϖ k ∈N(2δ) for allk≥0

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:17.216349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:17.216349Z digest=sha256:e703e935159fa3b699800a85423c70df4de5db81672d8041f62fac6d9e9c2b53

Observation 88ae75f1-27bf-4814-bcb2-18ed97f10658 · outbound

This paper cites an unresolved cited work.

Decentralized Federated Learning by Partial Message Exchange Unresolved cited work

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-02T19:44:17.278048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:44:17.278048Z digest=sha256:451ec7c391151e57c04f8bf6ebadb699756c7b6e3a95404fd326cc4ce2012443

Pith citing papers

Observation 42b2c74a-bae9-4e82-bb26-2bd2f91b8fa4 · inbound

TallyTrain: Communication-Efficient Federated Distillation cites this paper.

TallyTrain: Communication-Efficient Federated Distillation Decentralized Federated Learning by Partial Message Exchange

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-07-07T03:18:54.296089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-07-02T19:44:47.733008Z digest=sha256:fe965341ac38949d29313f13e70f76c53df1e676d2727c7683cc6975a38312fb