Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Fast-Convergent and Communication-Alleviated Heterogeneous Hierarchical Federated Learning in Autonomous Driving
As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2409.19560.
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 2026-08-11T06:34:44.6726+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-10T22:26:58.312646Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-09T10:29:15.085114Z
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 247dac68-0a1f-41cf-b1c6-df77840a9d17 · inbound
Enhancing Large Vision Model in Street Scene Semantic Understanding through Leveraging Posterior Optimization Trajectory cites this paper.
Enhancing Large Vision Model in Street Scene Semantic Understanding through Leveraging Posterior Optimization Trajectory Fast-Convergent and Communication-Alleviated Heterogeneous Hierarchical Federated Learning in Autonomous Driving
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T22:26:58.312646Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a1ae3bbf-5b05-46ac-a95c-8dc900a48cb4 · inbound
Label Anything: An Interpretable, High-Fidelity and Prompt-Free Annotator cites this paper.
Label Anything: An Interpretable, High-Fidelity and Prompt-Free Annotator Fast-Convergent and Communication-Alleviated Heterogeneous Hierarchical Federated Learning in Autonomous Driving
Reference 11
- Resolution
- verified exact
- local_arxiv, observed 2026-08-09T10:29:15.092727Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.