Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Free-riders in Federated Learning: Attacks and Defenses
As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:1911.12560.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T16:11:41.340457Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-11T04:45:59.682647Z
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 9acb9fb6-b8e8-4ec5-940d-6fc6c923b0d6 · 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 Free-riders in Federated Learning: Attacks and Defenses
Reference 2019
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T16:11:41.340457Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4cd855b9-a327-4d99-9fb8-a91493157f32 · inbound
Dynamic Free-Rider Detection in Federated Learning via Simulated Attack Patterns cites this paper.
Dynamic Free-Rider Detection in Federated Learning via Simulated Attack Patterns Free-riders in Federated Learning: Attacks and Defenses
Reference 15
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T22:25:51.844175Z
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.
Observation 9b4de35a-29c4-4db2-8475-302523f5ac6a · inbound
Response Time Enhances Alignment with Heterogeneous Preferences cites this paper.
Response Time Enhances Alignment with Heterogeneous Preferences Free-riders in Federated Learning: Attacks and Defenses
Reference 212
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T04:45:59.687834Z
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.