Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Fair and efficient contribution valuation for vertical federated learning
As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2201.02658.
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 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-10T22:26:28.630670Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-06-29T11:43:23.554353Z
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 d7488857-376f-4537-9ab5-bb197811d09a · inbound
Denoising and Adaptive Online Vertical Federated Learning for Sequential Multi-Sensor Data in Industrial Internet of Things cites this paper.
Denoising and Adaptive Online Vertical Federated Learning for Sequential Multi-Sensor Data in Industrial Internet of Things Fair and efficient contribution valuation for vertical federated learning
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-10T22:26:28.630670Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4137947-84df-4c27-8f8d-1141fc855a64 · inbound
SwarmHarness: Skill-Based Task Routing via Decentralized Incentive-Aligned AI Agent Networks cites this paper.
SwarmHarness: Skill-Based Task Routing via Decentralized Incentive-Aligned AI Agent Networks Fair and efficient contribution valuation for vertical federated learning
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-06-29T11:43:23.555666Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.