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Paper Citation Record · LEDGER

Krum Federated Chain (KFC): Using blockchain to defend against adversarial attacks in Federated Learning

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2502.06917.

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

pith.paper-citation-record.v1
2502.06917 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:56:29.928203Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T14:56:30.871762Z

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 3e424fb3-f2e5-4fa9-8634-a594d5434c84 · inbound

Secure and Private Federated Learning: Achieving Adversarial Resilience through Robust Aggregation cites this paper.

Secure and Private Federated Learning: Achieving Adversarial Resilience through Robust Aggregation Krum Federated Chain (KFC): Using blockchain to defend against adversarial attacks in Federated Learning

Reference 5

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T14:56:30.948417Z

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.

source=pdf_text observed=2026-08-07T14:56:29.928203Z digest=sha256:8492b804ccb00a0477b8e63084e14f21e48abb2815c9dee369423a775e9707cd

Observation 52afce48-8341-425f-a9ae-b13ba66ef11b · inbound

Byzantine Accountability Without Consensus: Strong Eventual Consistency for Non-Associative, Stochastic, Robust Aggregation cites this paper.

Byzantine Accountability Without Consensus: Strong Eventual Consistency for Non-Associative, Stochastic, Robust Aggregation Krum Federated Chain (KFC): Using blockchain to defend against adversarial attacks in Federated Learning

Reference 18

Resolution
unresolved
no resolver link, observed 2026-07-14T12:46:51.615514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:46:51.615514Z digest=sha256:710317dc25ec7dfc949a916c963cec64424e3874b45904fcd8750822caacf3bc