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Paper Citation Record · LEDGER

Detecting Backdoor Attacks in Federated Learning via Direction Alignment Inspection

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 1 inbound Pith citation observation for arXiv:2503.07978.

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

pith.paper-citation-record.v1
2503.07978 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 1 of 1 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:04:50.914754Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T11:04:51.133271Z

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 e5ff14d1-3dbf-4d7a-911a-d7305449a1a9 · inbound

Stealth by Conformity: Evading Robust Aggregation through Adaptive Poisoning cites this paper.

Stealth by Conformity: Evading Robust Aggregation through Adaptive Poisoning Detecting Backdoor Attacks in Federated Learning via Direction Alignment Inspection

Reference 25

Resolution
verified exact
local_arxiv, observed 2026-08-05T11:04:51.158599Z

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.

source=pdf_text observed=2026-08-05T11:04:50.914754Z digest=sha256:c0e484b0006e840c60041735e019d15f36e1dcc964a9059d0a0c84d4d41ae964