Paper Citation Record · LEDGER

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

As of 22 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 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 10 of 10 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 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:52:07.405326Z

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 72f99271-979a-4950-89f1-b03f402cd57a · inbound

Steering the CensorShip: Uncovering Representation Vectors for LLM "Thought" Control cites this paper.

Steering the CensorShip: Uncovering Representation Vectors for LLM "Thought" Control Cats Confuse Reasoning LLM: Query Agnostic Adversarial Triggers for Reasoning Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-16T10:52:07.405326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a0d2d4f-0da0-4ec0-a304-3fe78d3fdd7f · inbound

Excessive Reasoning Attack on Reasoning LLMs cites this paper.

Excessive Reasoning Attack on Reasoning LLMs Cats Confuse Reasoning LLM: Query Agnostic Adversarial Triggers for Reasoning Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T00:23:39.250954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d757e84a-ba67-4de2-9f2d-2287a1261d41 · inbound

A Toolbox, Not a Hammer -- Multi-TAG: Scaling Math Reasoning with Multi-Tool Aggregation cites this paper.

A Toolbox, Not a Hammer -- Multi-TAG: Scaling Math Reasoning with Multi-Tool Aggregation Cats Confuse Reasoning LLM: Query Agnostic Adversarial Triggers for Reasoning Models

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-15T18:08:57.903082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf7dc05f-608f-4bf2-8531-22e44c47474f · inbound

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers cites this paper.

Fast and Accurate Contextual Knowledge Extraction Using Cascading Language Model Chains and Candidate Answers Cats Confuse Reasoning LLM: Query Agnostic Adversarial Triggers for Reasoning Models

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T15:35:22.432901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 183888e2-4295-4478-b156-dadf7991d2de · inbound

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models cites this paper.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models Cats Confuse Reasoning LLM: Query Agnostic Adversarial Triggers for Reasoning Models

Reference 188

Resolution: unresolved; no resolver link, observed 2026-08-05T10:39:07.139010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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.

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.

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 2026-08-22T06:32:14.747728+00:00.

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.

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.