Paper Citation Record · LEDGER

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense

As of 7 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 1 inbound Pith citation observation for arXiv:2505.19260.

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

pith.paper-citation-record.v1
2505.19260 v2

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:23:09.165417Z

measured 37 of 37 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-20T13:17:59.293695Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T13:18:18.158156Z

Reference resolution

36 of 36 outbound references displayed

verified exact0
verified fuzzy14
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c580dae3-62c3-4e23-abf8-f7be02f04b3f · outbound

This paper cites an unresolved cited work.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:23:13.282395Z

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.

Observation 64357ae9-507a-4a8e-95c4-06e26a81a1ef · outbound

This paper cites TrustAgent: Towards Safe and Trustworthy LLM-based Agents.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense TrustAgent: Towards Safe and Trustworthy LLM-based Agents

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:23:06.444740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 294b62c0-9677-4b07-88c9-291090688fa8 · outbound

This paper cites Risks of AI Scientists: Prioritizing Safeguarding Over Autonomy.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Risks of AI Scientists: Prioritizing Safeguarding Over Autonomy

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:23:06.544082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96973dc0-3d2c-4ff5-8885-fdec6ac59b5c · outbound

This paper cites R-Judge: Benchmarking Safety Risk Awareness for LLM Agents.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense R-Judge: Benchmarking Safety Risk Awareness for LLM Agents

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:23:06.622566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d160ce45-6b9a-437a-a1fc-d5e40425940f · outbound

This paper cites an unresolved cited work.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:23:10.975276Z

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.

Observation cb1f74d4-9c6a-4f19-9ea3-c7bc388d7db8 · outbound

This paper cites harmful:true/false.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense harmful:true/false

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:23:10.609050Z

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.

Observation 09975f88-dccb-4521-b3b6-bb17b45ec83f · outbound

This paper cites attack_pattern.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense attack_pattern

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:23:13.270740Z

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.

Observation 169044eb-c530-478a-a43d-cdcfaef6f2c1 · outbound

This paper cites an unresolved cited work.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:23:13.260276Z

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.

Observation c0acca39-2198-42ea-b632-cbc9bd6dfbb8 · outbound

This paper cites source of threat + executed malicious action abstraction.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense source of threat + executed malicious action abstraction

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:23:13.250535Z

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.

Observation 6a1d43bf-a10a-4a8d-abdd-093dc4476d2b · outbound

This paper cites an unresolved cited work.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:23:13.240198Z

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.

Observation 98c421d4-56d9-4c72-ae96-8da19124f278 · outbound

This paper cites an unresolved cited work.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:23:13.230219Z

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.

Observation 4dd0a576-b2b0-4e6f-8ae1-b60131613160 · outbound

This paper cites user_pattern.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense user_pattern

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:23:13.220850Z

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.

Observation 506b802b-b655-46c4-94b6-dd3f5a20cb65 · outbound

This paper cites an unresolved cited work.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:23:13.211508Z

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.

Observation 49834e34-6013-4807-9b75-8de6c296a2c0 · outbound

This paper cites an unresolved cited work.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:23:13.201952Z

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.

Observation 5ba0df09-30d2-46fb-8276-bd545da6aba3 · outbound

This paper cites is_harmful.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense is_harmful

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:23:13.180179Z

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.

Observation e41751b4-553e-4771-986b-444cc2369e23 · outbound

This paper cites an unresolved cited work.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:23:13.170494Z

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.

Observation 4c81ce2e-26cc-432d-8c17-3058b5558fac · outbound

This paper cites an unresolved cited work.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:23:13.160233Z

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.

Observation ca3b946a-2dfe-4ea6-b4d5-c03e1a487963 · outbound

This paper cites source of behavior + executed action.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense source of behavior + executed action

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:23:13.149394Z

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.

Observation 66b9a0c0-e34e-4ec5-b55e-907b1a197c47 · outbound

This paper cites an unresolved cited work.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:23:13.137632Z

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.

Observation b229648c-202d-4ad6-9d34-4577a5e22d84 · outbound

This paper cites Carefully examine the History Context (background information) for any constraints or rules specific to that environment that may impact risk assessment.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Carefully examine the History Context (background information) for any constraints or rules specific to that environment that may impact risk assessment

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:23:12.889591Z

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.

Observation 3f9864d4-0866-485e-8a26-bfa9f05a07eb · outbound

This paper cites an unresolved cited work.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:23:13.190608Z

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.

Observation 4f93ec43-ac97-4214-96e6-41356f7a3c48 · outbound

This paper cites is_harmful.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense is_harmful

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:23:12.721724Z

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.

Observation 7ab5e3ba-12b3-4386-8677-cf7eef31c0c6 · outbound

This paper cites is_harmful.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense is_harmful

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:23:12.476737Z

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.

Observation c24689c4-684f-44dd-bea2-a73196cebee1 · outbound

This paper cites is_harmful.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense is_harmful

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:23:12.174448Z

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.

Observation 37dd42a8-3b78-41be-9330-6cc25331de40 · outbound

This paper cites an unresolved cited work.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:23:11.973515Z

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.

Observation 2beab1ab-ac19-48c2-a943-76e77f0f48fb · outbound

This paper cites an unresolved cited work.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:23:11.748865Z

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.

Observation 0d6a3805-a56f-40c6-94f5-b294b5d12273 · outbound

This paper cites an unresolved cited work.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:23:11.514010Z

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.

Observation 97e10338-84db-44e2-9fae-aa9afa6bae3a · outbound

This paper cites an unresolved cited work.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:23:11.296627Z

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.

Observation d4b7c71a-0ad2-417e-b992-f358afe9f58d · outbound

This paper cites an unresolved cited work.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:23:10.370337Z

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.

Observation dd490928-357d-4917-8453-e1a752e460b4 · outbound

This paper cites source of threat + executed malicious action abstraction.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense source of threat + executed malicious action abstraction

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:23:10.133295Z

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.

Observation 6f91b56c-de6d-4cc6-af11-addfdfe5932c · outbound

This paper cites similar_attack_essences.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense similar_attack_essences

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:23:09.890622Z

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.

Observation 1a99dd35-1ec8-4260-9d6b-71f9b63fb670 · outbound

This paper cites Highlight any shared traits or common enablers.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Highlight any shared traits or common enablers

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:23:09.686424Z

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.

Observation 945b18b9-eacb-42c3-9032-bb112f2cd3e4 · outbound

This paper cites analysis_summary.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense analysis_summary

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:23:09.385888Z

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.

Observation e32d9af9-9ecd-4aa4-8b91-ebba2a71e801 · outbound

This paper cites WebArena: A Realistic Web Environment for Building Autonomous Agents.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense WebArena: A Realistic Web Environment for Building Autonomous Agents

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T14:23:06.789872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0055aadd-97f1-45c2-9c70-9215b6bf2cab · outbound

This paper cites Middleware for LLMs: Tools Are Instrumental for Language Agents in Complex Environments.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Middleware for LLMs: Tools Are Instrumental for Language Agents in Complex Environments

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T14:23:06.358940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7db1966-00dd-4a48-8a1c-dae16edab413 · outbound

This paper cites Agent-SafetyBench: Evaluating the Safety of LLM Agents.

ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense Agent-SafetyBench: Evaluating the Safety of LLM Agents

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T14:23:06.695389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation d3d97ed9-0822-4275-87b5-c671b6e47deb · inbound

ADR: An Agentic Detection System for Enterprise Agentic AI Security cites this paper.

ADR: An Agentic Detection System for Enterprise Agentic AI Security ALRPHFS: Adversarially Learned Risk Patterns with Hierarchical Fast \& Slow Reasoning for Robust Agent Defense

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-20T13:18:18.160305Z

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.