Paper Citation Record · LEDGER

Byzantine-robust Federated Learning through Collaborative Malicious Gradient Filtering

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2109.05872.

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

pith.paper-citation-record.v1
2109.05872 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T14:12:23.484577Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-23T22:55:51.495981Z

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 19bd7250-2fd3-45a0-aee7-1376b9635fad · inbound

Poisoning with A Pill: Circumventing Detection in Federated Learning cites this paper.

Poisoning with A Pill: Circumventing Detection in Federated Learning Byzantine-robust Federated Learning through Collaborative Malicious Gradient Filtering

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-23T22:55:51.499688Z

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 f63dd423-c4c2-4e05-9e6d-2289113658a2 · inbound

SoK: Benchmarking Poisoning Attacks and Defenses in Federated Learning cites this paper.

SoK: Benchmarking Poisoning Attacks and Defenses in Federated Learning Byzantine-robust Federated Learning through Collaborative Malicious Gradient Filtering

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-09T00:45:23.396082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 526c27f8-a2b2-4a5e-978a-f8f71c0d10d5 · inbound

Decoding FL Defenses: Systemization, Pitfalls, and Remedies cites this paper.

Decoding FL Defenses: Systemization, Pitfalls, and Remedies Byzantine-robust Federated Learning through Collaborative Malicious Gradient Filtering

Reference 102

Resolution: unresolved; no resolver link, observed 2026-08-09T14:12:23.484577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68a970ff-aa04-46bc-9f9a-55a927a29277 · inbound

RESIST: Resilient Decentralized Learning Using Consensus Gradient Descent cites this paper.

RESIST: Resilient Decentralized Learning Using Consensus Gradient Descent Byzantine-robust Federated Learning through Collaborative Malicious Gradient Filtering

Reference 121

Resolution: verified exact; arxiv_id, observed 2026-05-23T03:12:28.423057Z

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.