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Paper Citation Record · LEDGER

On the Unreasonable Effectiveness of Federated Averaging with Heterogeneous Data

As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2206.04723.

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

pith.paper-citation-record.v1
2206.04723 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T18:53:08.998640Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-23T20:43:25.675729Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation bcc71414-0216-41fc-8371-36c29967eaa1 · inbound

On the Convergence Rates of Federated Q-Learning across Heterogeneous Environments cites this paper.

On the Convergence Rates of Federated Q-Learning across Heterogeneous Environments On the Unreasonable Effectiveness of Federated Averaging with Heterogeneous Data

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-05-23T20:43:25.678595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-23T20:39:27.646130Z digest=sha256:b6a4a691c1d7a1fbc29ad11d2b6a25f2ea98e5fb5f9f07bc23a7adddf0dd3608

Observation b91e36e0-627c-4aff-af76-7b866ea35aa4 · inbound

How to DP-fy Your Data: A Practical Guide to Generating Synthetic Data With Differential Privacy cites this paper.

How to DP-fy Your Data: A Practical Guide to Generating Synthetic Data With Differential Privacy On the Unreasonable Effectiveness of Federated Averaging with Heterogeneous Data

Reference 246

Resolution
unresolved
no resolver link, observed 2026-08-03T18:53:08.998640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T18:53:08.998640Z digest=sha256:5f0064b1bdf80219f192fa0e4da9dc8ab066698ef969d2eeb5225838cf0199e5

Observation 94606414-ef0b-4efa-a469-a8b6a066f6a1 · inbound

What's in a Smoothness Constant? Tighter Rates for Local SGD with Bounded Second-order Heterogeneity cites this paper.

What's in a Smoothness Constant? Tighter Rates for Local SGD with Bounded Second-order Heterogeneity On the Unreasonable Effectiveness of Federated Averaging with Heterogeneous Data

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-02T01:23:34.128102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T01:23:34.128102Z digest=sha256:391d4896b9b5915e5a4c43d0f828250ff4bd9da7cabc9bad4c742109e7d1d8f4