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Paper Citation Record · LEDGER

The mathematics of adversarial attacks in AI -- Why deep learning is unstable despite the existence of stable neural networks

As of 16 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2109.06098.

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

pith.paper-citation-record.v1
2109.06098 v2

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 2026-08-16T06:30:59.297886+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:03:01.153145Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T18:15:00.101375Z

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 5349a07c-5f27-4b6d-b9a8-5fc9e0a76e74 · inbound

An incremental algorithm for non-convex AI-enhanced medical image processing cites this paper.

An incremental algorithm for non-convex AI-enhanced medical image processing The mathematics of adversarial attacks in AI -- Why deep learning is unstable despite the existence of stable neural networks

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T22:03:01.153145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:03:01.153145Z digest=sha256:ce732c1a96498ec17bf333767c28bc2d941b0c8de3c81c158214fcee24b738b4

Observation 5fc213cb-8900-4b6b-84a9-5185cc27e1ec · inbound

Hallucinations in medical devices cites this paper.

Hallucinations in medical devices The mathematics of adversarial attacks in AI -- Why deep learning is unstable despite the existence of stable neural networks

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-15T17:20:17.555599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:20:17.555599Z digest=sha256:7d05c984af6537bffdc99e04216c32b266b30fe225e9b48b9c83613f18686d4e

Observation 0ee397af-32e1-4910-b392-473186c7651b · inbound

Updating the standard neuron model in artificial neural networks cites this paper.

Updating the standard neuron model in artificial neural networks The mathematics of adversarial attacks in AI -- Why deep learning is unstable despite the existence of stable neural networks

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-06-30T18:15:00.102717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-30T18:09:16.379678Z digest=sha256:0941ab3dd7ba4baedab40ed8c5b996c5309cc42a8663ce629d42244dd6a98098