Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Heterogeneity-aware Personalized Federated Learning via Adaptive Dual-Agent Reinforcement Learning
As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 1 inbound Pith citation observation for arXiv:2501.16966.
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 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-29T13:36:39.308309Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-06-29T13:43:29.192661Z
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 4b622b3b-8aa0-4bf4-b5ad-b3f01523c4a9 · inbound
Decoupled Training with Local Reinforcement Fine-Tuning in Federated Learning cites this paper.
Decoupled Training with Local Reinforcement Fine-Tuning in Federated Learning Heterogeneity-aware Personalized Federated Learning via Adaptive Dual-Agent Reinforcement Learning
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-06-29T13:43:29.195074Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.