Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
FreqFed: A Frequency Analysis-Based Approach for Mitigating Poisoning Attacks in Federated Learning
As of 23 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2312.04432.
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 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:24:37.522369Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-13T17:28:02.242870Z
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 b97af514-32cc-46a7-801a-83de5dd2d1bc · inbound
SMTFL: Secure Model Training to Untrusted Participants in Federated Learning cites this paper.
SMTFL: Secure Model Training to Untrusted Participants in Federated Learning FreqFed: A Frequency Analysis-Based Approach for Mitigating Poisoning Attacks in Federated Learning
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T13:39:53.262605Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4068edc2-8d60-43c3-8397-05e47059a614 · inbound
TrojanDam: Detection-Free Backdoor Defense in Federated Learning through Proactive Model Robustification utilizing OOD Data cites this paper.
TrojanDam: Detection-Free Backdoor Defense in Federated Learning through Proactive Model Robustification utilizing OOD Data FreqFed: A Frequency Analysis-Based Approach for Mitigating Poisoning Attacks in Federated Learning
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T11:24:37.522369Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61b81b02-73ad-4771-8e29-fd4e170a5f3e · inbound
Jellyfish: Zero-Shot Federated Unlearning Scheme with Knowledge Disentanglement cites this paper.
Jellyfish: Zero-Shot Federated Unlearning Scheme with Knowledge Disentanglement FreqFed: A Frequency Analysis-Based Approach for Mitigating Poisoning Attacks in Federated Learning
Reference 69
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T17:28:02.244099Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.