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Paper Citation Record · LEDGER

Cats Confuse Reasoning LLM: Query Agnostic Adversarial Triggers for Reasoning Models

As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2503.01781.

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

pith.paper-citation-record.v1
2503.01781 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T09:39:02.402791Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T06:38:05.819088Z

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 30041c5f-1274-470a-996f-da1439fcca2b · inbound

Understanding the Ability of LLMs to Handle Character-Level Perturbation cites this paper.

Understanding the Ability of LLMs to Handle Character-Level Perturbation Cats Confuse Reasoning LLM: Query Agnostic Adversarial Triggers for Reasoning Models

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-04T09:39:02.402791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T09:39:02.402791Z digest=sha256:92bfc13568f4ab108ed1c7ac7bbc1f1ec3d44ebd895e72dab757766d30e1c4a1

Observation d630f637-8135-455e-93dc-e275d43d6f36 · inbound

A Neurosymbolic Approach to Natural Language Formalization and Verification cites this paper.

A Neurosymbolic Approach to Natural Language Formalization and Verification Cats Confuse Reasoning LLM: Query Agnostic Adversarial Triggers for Reasoning Models

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-03T22:49:01.873707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T22:49:01.873707Z digest=sha256:8eadab5be8739936f1721a183abec5f832baf2addc3902da003595ea4aea61d7

Observation 11adf08e-45b7-4aa7-8118-d3d9697fcff5 · inbound

Attention-Guided Reward for Reinforcement Learning-based Jailbreak against Large Reasoning Models cites this paper.

Attention-Guided Reward for Reinforcement Learning-based Jailbreak against Large Reasoning Models Cats Confuse Reasoning LLM: Query Agnostic Adversarial Triggers for Reasoning Models

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-20T06:38:05.820514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-20T06:33:30.647965Z digest=sha256:e7c923eb49e9749a217bf883c3c30c91c4c9e604336b3d56b1174f3a0bf47713

Observation 59b9bc53-3b3f-4851-ad92-6623a47780ec · inbound

CPInj: Uncovering Prompt Injection Risks in Textual Collaborative Prompt Optimization cites this paper.

CPInj: Uncovering Prompt Injection Risks in Textual Collaborative Prompt Optimization Cats Confuse Reasoning LLM: Query Agnostic Adversarial Triggers for Reasoning Models

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-01T14:56:08.663737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T14:56:08.663737Z digest=sha256:8984ad669bb17a43530d1596207ea942ec69a4b9b554ce17f7b4e01f1e0dabd5

Observation 54c0e337-67a5-4452-8931-222af3d5dcea · inbound

CPInj: Uncovering Prompt Injection Risks in Textual Collaborative Prompt Optimization cites this paper.

CPInj: Uncovering Prompt Injection Risks in Textual Collaborative Prompt Optimization Cats Confuse Reasoning LLM: Query Agnostic Adversarial Triggers for Reasoning Models

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-03T01:56:58.553796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T01:56:58.553796Z digest=sha256:50d493a37aee7eb32f67da573ba2acd1c9cb8a27a51763a61f40be94cdd38fd2