Paper Citation Record · LEDGER

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences

As of 17 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 2 inbound Pith citation observations for arXiv:2502.04771.

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

pith.paper-citation-record.v1
2502.04771 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T21:36:04.395508Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:11:44.171372Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T05:11:06.881331Z

Reference resolution

23 of 23 outbound references displayed

verified exact0
verified fuzzy4
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 705b5f86-b5ff-4de0-999e-278c102a4f1b · outbound

This paper cites P.; Parimala, M.; Maddikunta, P.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences P.; Parimala, M.; Maddikunta, P

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T21:36:04.616706Z

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 4c43303a-b616-473c-a8d1-6cde6ed60dbe · outbound

This paper cites an unresolved cited work.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T21:36:04.320582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfe4b7eb-2ae6-4b13-89fe-2486d16f3c32 · outbound

This paper cites M.; Guerraoui, R.; and Stainer, J.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences M.; Guerraoui, R.; and Stainer, J

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T21:36:04.324400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation beb1705c-5e94-4162-b539-d6ba7d8cc8b9 · outbound

This paper cites an unresolved cited work.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-08T21:36:04.594082Z

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 01f35e56-eb1f-41af-b11d-2679b9163a18 · outbound

This paper cites an unresolved cited work.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-08T21:36:04.583676Z

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 3103de2a-2147-4c84-9424-65f5e651331f · outbound

This paper cites Sentinel: An Aggregation Function to Secure Decentralized Federated Learning.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences Sentinel: An Aggregation Function to Secure Decentralized Federated Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T21:36:04.335666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4a25b34-9693-4cdb-8f50-c66958bf09dd · outbound

This paper cites H.; Vuong, M.; Bovet, G.; and Stiller, B.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences H.; Vuong, M.; Bovet, G.; and Stiller, B

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T21:36:04.573690Z

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 5978012f-0b6e-4029-bd0f-f0bfa5af59a6 · outbound

This paper cites an unresolved cited work.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-08T21:36:04.563785Z

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 71446572-4333-46a2-85db-5d88c29dfd6b · outbound

This paper cites an unresolved cited work.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T21:36:04.346552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43fb0bee-422c-4e7f-a23f-435c63bda3bd · outbound

This paper cites an unresolved cited work.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-08T21:36:04.547212Z

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 9bb728c5-028d-4eba-8148-54bd22b38be8 · outbound

This paper cites an unresolved cited work.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-08T21:36:04.537226Z

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 296d50ff-dc95-4529-93a0-26358a182822 · outbound

This paper cites an unresolved cited work.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-08T21:36:04.526918Z

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 fd3ff69c-4b2c-42fc-8972-526cc30997a7 · outbound

This paper cites T.; Pérez, M.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences T.; Pérez, M

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T21:36:04.516871Z

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 80411ab4-0f28-4bf8-b581-048f300da2dd · outbound

This paper cites an unresolved cited work.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T21:36:04.363038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38bedf0e-e85e-4e7c-b729-4fc5bc5f0e1c · outbound

This paper cites an unresolved cited work.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T21:36:04.366281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d09cf5e9-c97a-4188-a479-7c493d288c07 · outbound

This paper cites an unresolved cited work.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-08T21:36:04.494571Z

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 20532c84-414e-4ebf-af7a-cae505d9d95d · outbound

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

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T21:36:04.372928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cacd406-3e3c-40a2-ba94-2af8d9eb0e0b · outbound

This paper cites an unresolved cited work.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-08T21:36:04.484482Z

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 d8163485-130b-43fc-80e7-9d417b14a85e · outbound

This paper cites an unresolved cited work.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T21:36:04.380259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4088e90f-c465-4f4a-bd69-2cc948fffd68 · outbound

This paper cites Y.; and Brinton, C.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences Y.; and Brinton, C

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T21:36:04.467446Z

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 3d8a414d-7f94-458a-9b93-76aa9e5cd949 · outbound

This paper cites Denial-of-Service or Fine-Grained Control: Towards Flexible Model Poisoning Attacks on Federated Learning.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences Denial-of-Service or Fine-Grained Control: Towards Flexible Model Poisoning Attacks on Federated Learning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T21:36:04.388280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f50b494b-2a0f-4226-b1a0-70182793202e · outbound

This paper cites , " * write output.state after.block = add.period write newline.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences , " * write output.state after.block = add.period write newline

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T21:36:04.391984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac68bbc7-ec77-4c01-b47c-eca2b5420158 · outbound

This paper cites write newline.

DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences write newline

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T21:36:04.395508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation cf615498-730a-43d1-a8ee-16a2bf57171d · inbound

FedStrategist: A Meta-Learning Framework for Adaptive and Robust Aggregation in Federated Learning cites this paper.

FedStrategist: A Meta-Learning Framework for Adaptive and Robust Aggregation in Federated Learning DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T16:11:44.171372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 908d8cbc-2df3-44cb-a437-335124b99bff · inbound

EnCAgg: Enhanced Clustering Aggregation for Robust Federated Learning against Dynamic Model Poisoning cites this paper.

EnCAgg: Enhanced Clustering Aggregation for Robust Federated Learning against Dynamic Model Poisoning DMPA: Model Poisoning Attacks on Decentralized Federated Learning for Model Differences

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-22T05:11:06.883930Z

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.