Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Hierarchical Split Federated Learning: Convergence Analysis and System Optimization
As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2412.07197.
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 2026-08-07T04:28:30.228364Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-04T20:42:45.838607Z
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 2ceca9d6-1bf1-4bd9-a259-ce104a7fd745 · inbound
Defensive Adversarial CAPTCHA: A Semantics-Driven Framework for Natural Adversarial Example Generation cites this paper.
Defensive Adversarial CAPTCHA: A Semantics-Driven Framework for Natural Adversarial Example Generation Hierarchical Split Federated Learning: Convergence Analysis and System Optimization
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T04:28:30.228364Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation da6e4f3b-71e0-40a1-832e-d5f192952a52 · inbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution cites this paper.
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Hierarchical Split Federated Learning: Convergence Analysis and System Optimization
Reference 55
- Resolution
- verified exact
- local_arxiv, observed 2026-08-04T20:42:45.842498Z
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 1f902b30-1eda-4391-b722-ef091798de6c · inbound
Service Function Chaining Architecture for Multi-hop Split Inference and Learning cites this paper.
Service Function Chaining Architecture for Multi-hop Split Inference and Learning Hierarchical Split Federated Learning: Convergence Analysis and System Optimization
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T18:22:20.882449Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.