Paper Citation Record · LEDGER

Towards Effective Device-Aware Federated Learning

As of 15 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:1908.07420.

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

pith.paper-citation-record.v1
1908.07420 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T12:24:12.095763Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

18 of 18 outbound references displayed

verified exact3
verified fuzzy4
unresolved10
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 04661309-d600-4f79-a7ab-1b8cce9a73c3 · outbound

This paper cites How To Backdoor Federated Learning.

Towards Effective Device-Aware Federated Learning How To Backdoor Federated Learning

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-14T12:24:11.994885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2efc9c9a-af32-453e-8304-6808503bcb63 · outbound

This paper cites Towards Federated Learning at Scale: System Design.

Towards Effective Device-Aware Federated Learning Towards Federated Learning at Scale: System Design

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-14T12:24:12.002249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b55121d4-7484-42a2-8af7-62c167515568 · outbound

This paper cites LEAF: A Benchmark for Federated Settings.

Towards Effective Device-Aware Federated Learning LEAF: A Benchmark for Federated Settings

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-14T12:24:12.008946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1830ff18-82cb-4e59-ad40-748653bb55f3 · outbound

This paper cites Annales de l’Institut Fourier 5, 131–295 (1954).

Towards Effective Device-Aware Federated Learning Annales de l’Institut Fourier 5, 131–295 (1954)

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-14T12:24:12.014305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8565cfe-8242-42be-8499-6aa65bfd05d4 · outbound

This paper cites In: 2017 International Joint Confere nce on Neural Networks (IJCNN).

Towards Effective Device-Aware Federated Learning In: 2017 International Joint Confere nce on Neural Networks (IJCNN)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T12:24:12.789145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 05fd1c5b-da31-4244-8400-6ffc537d06e0 · outbound

This paper cites an unresolved cited work.

Towards Effective Device-Aware Federated Learning Unresolved cited work

Reference 6

Resolution: verified exact; doi, observed 2026-08-14T12:24:12.356723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6ba589b5-fc27-416b-968e-34c33be6a775 · outbound

This paper cites European Journal of Operational Research 89(3), 445– 456 (1996).

Towards Effective Device-Aware Federated Learning European Journal of Operational Research 89(3), 445– 456 (1996)

Reference 7

Resolution: malformed identifier; no resolver link, observed 2026-08-14T12:24:12.031536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 103b0b59-5271-41b8-aeb5-aeb8ac0839c8 · outbound

This paper cites Fuzzy Measures and Integrals pp.

Towards Effective Device-Aware Federated Learning Fuzzy Measures and Integrals pp

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T12:24:12.771086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 58884837-7091-4c40-ac55-7bc234e6e872 · outbound

This paper cites Federated Optimization:Distributed Optimization Beyond the Datacenter.

Towards Effective Device-Aware Federated Learning Federated Optimization:Distributed Optimization Beyond the Datacenter

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-14T12:24:12.043355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bfa1294-c217-4b23-bc9e-b22955189579 · outbound

This paper cites Federated Optimization: Distributed Machine Learning for On-Device Intelligence.

Towards Effective Device-Aware Federated Learning Federated Optimization: Distributed Machine Learning for On-Device Intelligence

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-14T12:24:12.049118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5eff6ba0-5239-4523-92e7-1e996c82f0df · outbound

This paper cites Proceedings of the IEEE 86(11), 2278–2324 (Nov 1998).

Towards Effective Device-Aware Federated Learning Proceedings of the IEEE 86(11), 2278–2324 (Nov 1998)

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-14T12:24:12.055559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9428b46-aa4d-410d-bc4b-293dc7345fd1 · outbound

This paper cites Fuzzy Sets and Systems 324, 3–19 (2017).

Towards Effective Device-Aware Federated Learning Fuzzy Sets and Systems 324, 3–19 (2017)

Reference 12

Resolution: verified exact; doi, observed 2026-08-14T12:24:12.314003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b33c3b4c-a48c-4db6-a5cc-9250d60fc6ef · outbound

This paper cites In: Proceedings of the 20th International Conference on Artiﬁc ial Intelligence and Statistics, AISTATS 2017, 20-22 April 2017, Fort Lauderdal e, FL, USA.

Towards Effective Device-Aware Federated Learning In: Proceedings of the 20th International Conference on Artiﬁc ial Intelligence and Statistics, AISTATS 2017, 20-22 April 2017, Fort Lauderdal e, FL, USA

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T12:24:12.751957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e17461d5-bf56-460a-9a8d-52925b0301fd · outbound

This paper cites IT Professional 14(5), 53–55 (2012).

Towards Effective Device-Aware Federated Learning IT Professional 14(5), 53–55 (2012)

Reference 14

Resolution: verified exact; doi, observed 2026-08-14T12:24:12.290986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4759810d-9558-45af-b4ca-306ab2e93b2f · outbound

This paper cites Federated Optimization in Heterogeneous Networks.

Towards Effective Device-Aware Federated Learning Federated Optimization in Heterogeneous Networks

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-14T12:24:12.078618Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7ae73ae-9577-4f3c-88c4-25a48a7ae8fd · outbound

This paper cites IEEE Trans.

Towards Effective Device-Aware Federated Learning IEEE Trans

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-14T12:24:12.084664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 276294c8-81d9-437d-be22-74674321c077 · outbound

This paper cites International Journal of Intelligent Systems 11(1), 49–73 (1996).

Towards Effective Device-Aware Federated Learning International Journal of Intelligent Systems 11(1), 49–73 (1996)

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T12:24:12.736136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 64e69ddf-7466-4019-94dc-cb37e5efd5da · outbound

This paper cites Federated Learning with Non-IID Data.

Towards Effective Device-Aware Federated Learning Federated Learning with Non-IID Data

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-14T12:24:12.095763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.