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Paper Citation Record · LEDGER

On the Effect of Defections in Federated Learning and How to Prevent Them

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2311.16459.

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

pith.paper-citation-record.v1
2311.16459 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 2026-08-18T06:34:40.430872+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:57:46.483164Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T21:27:28.664003Z

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 2e51a132-04e5-4713-a87f-28b7326a18b5 · inbound

Incentivizing Truthful Collaboration in Heterogeneous Federated Learning cites this paper.

Incentivizing Truthful Collaboration in Heterogeneous Federated Learning On the Effect of Defections in Federated Learning and How to Prevent Them

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-12T04:57:46.483164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T04:57:46.483164Z digest=sha256:e82a4527b9959a7aee0ad293e8bad229882184f01cd1b45601fee4d16a1a0188

Observation 8c3601c6-6e48-4904-9ac1-fdb6126b0b94 · inbound

What Makes Local Updates Effective: The Role of Data Heterogeneity and Smoothness cites this paper.

What Makes Local Updates Effective: The Role of Data Heterogeneity and Smoothness On the Effect of Defections in Federated Learning and How to Prevent Them

Reference 56

Resolution
verified exact
local_arxiv, observed 2026-08-06T21:27:28.666848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T21:27:22.992743Z digest=sha256:1125a450aaa47d354a7d5642f23ce2c2a1fb7de2f962fb32c14e62ac45e00433

Observation b1eee434-dff8-41e9-aeb3-415144cee9d1 · 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 Effect of Defections in Federated Learning and How to Prevent Them

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-02T01:23:37.851410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T01:23:37.851410Z digest=sha256:8883cd99a974e3adc4c863cc166af592503d21c35533be1fe88a1d25b3c134e3