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Paper Citation Record · LEDGER

Vertical Federated Learning: Concepts, Advances and Challenges

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2211.12814.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2211.12814 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:45:58.807763Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-15T16:00:10.268631Z

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 9e4da73f-9bf0-40c9-8da5-9c4cb997bf7e · inbound

Proto-EVFL: Enhanced Vertical Federated Learning via Dual Prototype with Extremely Unaligned Data cites this paper.

Proto-EVFL: Enhanced Vertical Federated Learning via Dual Prototype with Extremely Unaligned Data Vertical Federated Learning: Concepts, Advances and Challenges

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T11:45:58.807763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T11:45:58.807763Z digest=sha256:f0babeb14701ff5e5953adeb20f39d9e6e666fc7bc080b56d581cc07592a45fc

Observation 5b05a3d5-4656-4d88-8879-46b8f4fb71a0 · inbound

FedBCD:Communication-Efficient Accelerated Block Coordinate Gradient Descent for Federated Learning cites this paper.

FedBCD:Communication-Efficient Accelerated Block Coordinate Gradient Descent for Federated Learning Vertical Federated Learning: Concepts, Advances and Challenges

Reference 36

Resolution
verified exact
arxiv_id, observed 2026-05-15T16:00:10.271976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-15T15:58:41.532419Z digest=sha256:a90a3270aa83c31de9e920f46f55587b418d20b20a576a3409e16cd0bcc12b85

Observation 0ac14d0c-31a9-4139-8d53-f27b150fa99f · inbound

FedProxy: Federated Fine-Tuning of LLMs via Proxy SLMs and Heterogeneity-Aware Fusion cites this paper.

FedProxy: Federated Fine-Tuning of LLMs via Proxy SLMs and Heterogeneity-Aware Fusion Vertical Federated Learning: Concepts, Advances and Challenges

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-05-11T12:56:06.431044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-05-10T02:35:40.593397Z digest=sha256:41e302f2abd5db5e7a6f1f6479b9adb7986277da31369b88ca89720d701e83a4