Paper Citation Record · LEDGER

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities

As of 20 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 1 inbound Pith citation observation for arXiv:2505.13195.

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

pith.paper-citation-record.v1
2505.13195 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:22:22.054951Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:29:56.341529Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T00:29:59.765276Z

Reference resolution

29 of 29 outbound references displayed

verified exact0
verified fuzzy11
unresolved18
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ec5204ef-ddcb-417c-977d-b934988bb31e · outbound

This paper cites Akata, L.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Akata, L

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:22:22.880678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 829e9488-7531-46ce-bbcc-bac48f919a36 · outbound

This paper cites Binz and E.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Binz and E

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:22:22.861516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9079b098-3c20-4452-a5a5-96a8ec5339f9 · outbound

This paper cites an unresolved cited work.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:22:22.838777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1360579b-9c6b-4fff-ab93-def280a78c3d · outbound

This paper cites Coeckelbergh.AI ethics.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Coeckelbergh.AI ethics

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:22:22.816137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 125aa815-ad83-4926-9358-9d7faa4caffe · outbound

This paper cites Dan and Y.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Dan and Y

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:22:22.786965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 68f6fb53-c168-4164-97ca-24f0f63d10b2 · outbound

This paper cites Dezfouli, H.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Dezfouli, H

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:22:22.765030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c36a218b-4d63-4f52-b10d-28d5ef12607e · outbound

This paper cites Dezfouli, K.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Dezfouli, K

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:22:22.748444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7982f55e-0793-4d39-bb55-68ac432e8537 · outbound

This paper cites Dezfouli, R.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Dezfouli, R

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:22:22.731725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 76df7035-1d50-493a-858a-876ce97dcd0e · outbound

This paper cites an unresolved cited work.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:22:22.709769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8c2e4196-8900-424d-bf20-82832d783971 · outbound

This paper cites Machine Psychology.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Machine Psychology

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T20:22:21.910186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e74dc69-5c7d-49e5-a4f8-e29be12b7c22 · outbound

This paper cites Thinking Fast and Slow in Large Language Models.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Thinking Fast and Slow in Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T20:22:21.915625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6227b3bf-11df-4031-93b7-1914ec1fb68d · outbound

This paper cites Hagendorff, S.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Hagendorff, S

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T20:22:21.924275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f2093b6-51f2-4325-8bc7-0750d35aaf30 · outbound

This paper cites How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T20:22:21.934940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5078a11-3d1f-40c7-bdb2-4e31e611a389 · outbound

This paper cites Karabacak and K.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Karabacak and K

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:22:22.672051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c68647b9-e141-4b72-a579-73dd3bd20b35 · outbound

This paper cites Kosinski.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Kosinski

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:22:22.654907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0049bf64-c958-40f8-89e0-cbb5f7646c39 · outbound

This paper cites an unresolved cited work.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:22:22.636579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3bfa8ee0-e033-430c-8f82-a4ea23cfe32b · outbound

This paper cites an unresolved cited work.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:22:22.618877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7081bba7-f5f2-4e57-a729-5b16ead09090 · outbound

This paper cites an unresolved cited work.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:22:22.576768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e5a1dc18-5ae2-46f8-b349-9a40537cb3b5 · outbound

This paper cites Balancing Exploration and Exploitation in LLM using Soft RLLF for Enhanced Negation Understanding.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Balancing Exploration and Exploitation in LLM using Soft RLLF for Enhanced Negation Understanding

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T20:22:21.989034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6717a31-9f59-46fd-be69-e9afe30f6193 · outbound

This paper cites an unresolved cited work.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T20:22:21.995941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ee7d917-8137-4895-b5f7-2a3c936a3d67 · outbound

This paper cites an unresolved cited work.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:22:22.546939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 007135b9-c6f0-4a2b-ae4c-50a5592fd4de · outbound

This paper cites an unresolved cited work.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:22:22.519078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 61cd97cd-5e86-430e-84fe-c7231a65d1c3 · outbound

This paper cites Rafailov, A.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Rafailov, A

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:22:22.490914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f3b163ba-a969-40ad-b992-7ae7496e2933 · outbound

This paper cites Rahwan, M.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Rahwan, M

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:22:22.472310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d43872c4-b7f7-4445-a043-f0b060ace085 · outbound

This paper cites LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T20:22:22.027382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e3c5045-ef5b-4b01-9e26-0a30acb38388 · outbound

This paper cites an unresolved cited work.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T20:22:22.032581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ef00b4f-4e2b-4d2e-b61c-6d325fea7587 · outbound

This paper cites an unresolved cited work.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:22:22.429625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4f7f1e62-0a19-4317-a992-7c5e29d5e28f · outbound

This paper cites Can Large Language Model Agents Simulate Human Trust Behavior?.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Can Large Language Model Agents Simulate Human Trust Behavior?

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T20:22:22.049030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ed2f880-8288-47a3-9578-c3b2371a6503 · outbound

This paper cites an unresolved cited work.

Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:22:22.406972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

Observation 8416447f-0537-483c-91d7-93dbd9f4b2fc · inbound

Adversarial Stress Testing of Role-Playing Language Agents using Multi-Agent Evaluation cites this paper.

Adversarial Stress Testing of Role-Playing Language Agents using Multi-Agent Evaluation Adversarial Testing in LLMs: Insights into Decision-Making Vulnerabilities

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-06T00:29:59.822893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.