Pith. sign in

Paper Citation Record · LEDGER

Breaking the Loop: Detecting and Mitigating Denial-of-Service Vulnerabilities in Large Language Models

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2503.00416.

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

pith.paper-citation-record.v1
2503.00416 v1

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 2026-08-07T06:34:17.273281+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:32:05.080547Z

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 25acb090-3129-49f9-902b-692f73126f7d · inbound

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models cites this paper.

$PD^3F$: A Pluggable and Dynamic DoS-Defense Framework Against Resource Consumption Attacks Targeting Large Language Models Breaking the Loop: Detecting and Mitigating Denial-of-Service Vulnerabilities in Large Language Models

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T14:32:05.080547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:32:05.080547Z digest=sha256:9b0118a610a318a5a3bc3112d957de4d5ff9dc02fb61c6d572d66bd6c5611978

Observation 0b7c81ad-5b12-4e7b-8545-2ac328f0991c · inbound

Bridging AI and Software Security: A Comparative Vulnerability Assessment of LLM Agent Deployment Paradigms cites this paper.

Bridging AI and Software Security: A Comparative Vulnerability Assessment of LLM Agent Deployment Paradigms Breaking the Loop: Detecting and Mitigating Denial-of-Service Vulnerabilities in Large Language Models

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T19:12:23.584283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:12:23.584283Z digest=sha256:05f8a0c58719cbf1b793827c7731af4624abd0cb35af54cd44be1b43e6742e00

Observation 34178a9b-7747-4a38-9ee9-231b84be321b · inbound

Resource Consumption Threats in Large Language Models cites this paper.

Resource Consumption Threats in Large Language Models Breaking the Loop: Detecting and Mitigating Denial-of-Service Vulnerabilities in Large Language Models

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-15T10:45:28.295960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-15T10:41:32.162042Z digest=sha256:6b2f39811f655e0081db9785c08695b7f6fc033f13e7e1f8f2ece180a244ae0b

Observation c9335390-492d-4184-993c-69154c4af5a7 · inbound

Can a Single Message Paralyze the AI Infrastructure? The Rise of AbO-DDoS Attacks through Targeted Mobius Injection cites this paper.

Can a Single Message Paralyze the AI Infrastructure? The Rise of AbO-DDoS Attacks through Targeted Mobius Injection Breaking the Loop: Detecting and Mitigating Denial-of-Service Vulnerabilities in Large Language Models

Reference 20

Resolution
metadata mismatch
arxiv_id, observed 2026-05-13T02:27:06.257955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-13T02:25:35.652808Z digest=sha256:41a6a116a478efdcea151dad6e5bc7cb0463330fafa43ab69df41fb00552f3d2