Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Prototype Helps Federated Learning: Towards Faster Convergence
As of 12 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2303.12296.
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 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-10T14:31:41.279047Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-22T15:34:57.680020Z
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 37e787d8-e5c9-410d-b9dd-0797f74ccf12 · inbound
Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence cites this paper.
Towards Communication-Efficient Adversarial Federated Learning for Robust Edge Intelligence Prototype Helps Federated Learning: Towards Faster Convergence
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T14:31:41.279047Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14487f82-9aea-45c2-87c3-b2fd3107fd0e · inbound
A Survey on Foundation Models for Personalized Federated Intelligence cites this paper.
A Survey on Foundation Models for Personalized Federated Intelligence Prototype Helps Federated Learning: Towards Faster Convergence
Reference 252
- Resolution
- verified exact
- arxiv_id, observed 2026-05-22T15:34:57.682552Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.