Paper Citation Record · LEDGER

LLM Safeguard is a Double-Edged Sword: Exploiting False Positives for Denial-of-Service Attacks

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2410.02916.

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

pith.paper-citation-record.v1
2410.02916 v3

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 2026-08-09T06:31:02.800959+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:01:04.693015Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 1bfdab27-4c2d-41c8-84d2-028ba9d1282e · inbound

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models cites this paper.

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models LLM Safeguard is a Double-Edged Sword: Exploiting False Positives for Denial-of-Service Attacks

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T23:01:04.693015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e571f1f1-dc34-4f77-8c5b-1ef53434b618 · inbound

REALISTA: Realistic Latent Adversarial Attacks that Elicit LLM Hallucinations cites this paper.

REALISTA: Realistic Latent Adversarial Attacks that Elicit LLM Hallucinations LLM Safeguard is a Double-Edged Sword: Exploiting False Positives for Denial-of-Service Attacks

Reference 194

Resolution: verified exact; arxiv_id, observed 2026-05-14T20:17:56.197336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8c91eae2-fdca-455c-ba8d-79691f935cb9 · inbound

Adversarial Prompts for Acceptance Collapse in Speculative Decoding cites this paper.

Adversarial Prompts for Acceptance Collapse in Speculative Decoding LLM Safeguard is a Double-Edged Sword: Exploiting False Positives for Denial-of-Service Attacks

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-01T06:43:35.459929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93dfcea6-fce9-4c60-a72f-fdb0c5b819ec · inbound

The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails cites this paper.

The Boy Who Cried Wolf: Adversarial Misclassification of Safe Inputs as Unsafe in Multimodal Guardrails LLM Safeguard is a Double-Edged Sword: Exploiting False Positives for Denial-of-Service Attacks

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T00:20:22.387882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.