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Paper Citation Record · LEDGER

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment

As of 16 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 2 inbound Pith citation observations for arXiv:2605.18672.

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

pith.paper-citation-record.v1
2605.18672 v1

Coverage vector

measured 71 of 71 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-20T10:21:11.725387Z

measured 73 of 73 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T07:31:27.644604Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

71 of 71 outbound references displayed

  • verified exact18
  • verified fuzzy30
  • unresolved20
  • parse uncertain2
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 770d6f8b-7b91-48e3-8da5-ff2589e49302 · outbound

This paper cites Alshiekh, R.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Alshiekh, R

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.664976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:644b95f04666f8ef1f610a70f2a9e7411f4555d5c38e26f4a3b85cfe3035b6a1

Observation c84ddd43-5977-4a83-beac-26090e7a794f · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.627584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:fc4b076f0011b89c6843c8ee7ae675c50418410678c38a08944a310bd6f62186

Observation 46c7b6d1-6784-4848-ac86-3788d6ed9c43 · outbound

This paper cites AgentHarm: A Benchmark for Measuring Harmfulness of LLM Agents.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment AgentHarm: A Benchmark for Measuring Harmfulness of LLM Agents

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-05-20T10:23:12.033339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:9049813f258d514503228147dafe035ae416b1fdaf68fc37c48fc93e0156dd3f

Observation e3520272-f10c-4b4c-bb40-76f5aae3f1d2 · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Constitutional AI: Harmlessness from AI Feedback

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-05-20T10:23:12.030414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:3d9d0f6f16a958c704187c6dad36b97c3d2b5f210094ebf3ac5495070fd19c72

Observation 623b4750-799f-43fc-a6f6-8efba0dc4f0b · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.636947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:1101149a9d456493b4b867ee5a4ec6712af9f5d875edde9c896cf03a551095bd

Observation 19497015-a07d-44fb-bdfe-764caafb5b78 · outbound

This paper cites Bartocci, J.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Bartocci, J

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.629866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:2080c08400d9f6b02856d4187f480ff305efea444764e886345ffea26178c85f

Observation 8b3e4cbd-3f82-4af1-94bb-bc2eb6ae41b7 · outbound

This paper cites Agent Behavioral Contracts: Formal Specification and Runtime Enforcement.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Agent Behavioral Contracts: Formal Specification and Runtime Enforcement

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-20T10:23:12.015524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:ead12f56eea69cd00502e5b3f08e8950cca35833f21ca7d874d536868e83c280

Observation bc46e99b-df29-43f9-bffa-c48d6369c168 · outbound

This paper cites Blohm, M.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Blohm, M

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.644515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:4b2b9d9fc44dba8184d6649df440fe82c156a164736a810cbda542e6b83099eb

Observation bec47ff9-f864-45e8-b084-7e8add6699b7 · outbound

This paper cites Blohm, M.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Blohm, M

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.618253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:5aeb8f790ccac1f63a86eebf04b96f0109a2e5dd5c4a1d0a7f0294112aa1b7d0

Observation dc608a0c-58b6-474b-8efe-c6b3739dda97 · outbound

This paper cites PAS 1883: Operational design domain (ODD) taxonomy for an automated driving system (ADS)—specification.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment PAS 1883: Operational design domain (ODD) taxonomy for an automated driving system (ADS)—specification

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.616018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:b7b3166df261df56ab406d79d87b82e1c1781f0a5f0df70a41e4c9ceb38db6ec

Observation 226a6da8-c4ed-4eea-991d-49c32abb8a16 · outbound

This paper cites Why Do Multi-Agent LLM Systems Fail?.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Why Do Multi-Agent LLM Systems Fail?

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-05-20T10:23:12.024102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:f6e43809158ebf168080f5dc72b08eadc9c404dc8b1e98791783689fa41049da

Observation db04860c-0030-4695-8e9b-df9c09678601 · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.662462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:dbd6c26f6db54d378e531d7f8a35bf55b6020624594a7a7d2408755c066326a7

Observation 76a6e7c7-9680-44dc-a59f-f1d7a4cd04c8 · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.653592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:ad3c23a6d51e3e03ad1d9695f8b132428cf1852f8c8238c93d5cd4b480941b5d

Observation 45e33326-f8ee-4df8-b40c-b00ec1318f52 · outbound

This paper cites Davidov et al.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Davidov et al

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.613175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:f2eebbc84ce7650322c3a14724f10969a62298c69cbaf800f0a8c014a74895a4

Observation f0186698-3640-4bd2-ae6f-f023383f0693 · outbound

This paper cites Calibrated predictive lower bounds on time-to-unsafe- sampling in llms.arXiv preprint arXiv:2506.13593,.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Calibrated predictive lower bounds on time-to-unsafe- sampling in llms.arXiv preprint arXiv:2506.13593,

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-20T10:23:12.021419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:4862d07cb8931ac67a85040654545f9b9b808f6bdd9f2bd92fad0a963d67ccde

Observation c2ca7267-e4b8-4f16-9196-e2521dbf675d · outbound

This paper cites Delahaye, B.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Delahaye, B

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.622751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:7f328842e929f66b96a3a480866065606316bc4efa2c396067f171bf762a4959

Observation 12a03291-afd5-478a-84f3-1d3cf0002036 · outbound

This paper cites Delahaye, B.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Delahaye, B

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.651205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:614e3f54826956227bc336ed1b1bfe00881a3b503af0f80cbaa557b6c2b2ad5f

Observation e3cd6714-4584-444b-85d8-1b528ae8fcd2 · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.634436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:0093dc9db90d1e9398aa70604cb8a8355957c1d160c6fdd75a7d0e58cae42dda

Observation cd4899b2-7f50-4f5d-82f2-a16d00c378f4 · outbound

This paper cites Donzé and O.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Donzé and O

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.632348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:4bd9cd09ec4d1fabb8a1f83a42d75e6977862fcbbfea316ad4fc24eb8de054c3

Observation 06773c47-0191-4d06-9225-a91f5b00d5cc · outbound

This paper cites Fränzle and M.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Fränzle and M

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.605342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:792960ce4dc7cf9d1447e001cfb9206e8f7a278d29f2ba092f07f39122529536

Observation e9ce9e0e-ee0d-4ce5-866f-f62fb2127438 · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.648959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:7dc4744a542775aebaff1b737313c2845d9292953cd2bfe689c98ee971b0f113

Observation cf8ae6bc-211f-4c21-a49e-a4c8f8d88394 · outbound

This paper cites Navigating the Risks: A Survey of Security, Privacy, and Ethics Threats in LLM-Based Agents.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Navigating the Risks: A Survey of Security, Privacy, and Ethics Threats in LLM-Based Agents

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-20T10:23:12.039116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:d144fae447a0448855f2052731ee86b7375c9324c6650eca2199e437ef489959

Observation 4b118fb6-908a-4b1b-b2ed-0a8efcd5651b · outbound

This paper cites Giannakopoulou, K.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Giannakopoulou, K

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.660394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:59d5e9c1c558be745442ef79e94d523950d7427ba6dca102e3d50f7bd3ee872f

Observation 5c2c9abb-b080-4a9c-bcbd-9bd3f1ab5245 · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.657954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:6b98ee46f706ac106e3bbc97dcfa37adf87645720bc12ca6312892c78935c60d

Observation a30b5ef3-f005-4c5d-8c58-288fe4584525 · outbound

This paper cites Hampus and M.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Hampus and M

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.600497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:ea219da7ee5a5445943e79bb764afdb7e243815cc25af181ccd31eacfccd564e

Observation 9d2ea677-f27c-4a57-9ab2-2121601e75c4 · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.602930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:e08c35c4007409127870ba293d2e1ebfb6f9d22fb710f19e27a21a5b764687ab

Observation d3c1d2a7-292a-41b0-bc23-0d314157f0f4 · outbound

This paper cites Huang, F.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Huang, F

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.607775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:7f5dbb11f34feffc037c1f84abe5d44d5ebcef969fe58726d461defcebceb6cd

Observation d797e140-af74-4314-842d-3f42a64abd7a · outbound

This paper cites Huang, W.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Huang, W

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.620298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:2b9bc06dad0561b5e4360b580b9d12d6b85257785bd8f1b786310d6c26a4e85b

Observation 68e66539-3c05-42d2-b117-3473501f785c · outbound

This paper cites ISO 34503: Road vehicles—taxonomy and definitions for operational design domain for automated driving systems.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment ISO 34503: Road vehicles—taxonomy and definitions for operational design domain for automated driving systems

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.685807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:0315fa206cd9fe34e5e705ab0ea651a90737e83082005d9caaa89d45258cf2b5

Observation 7f1741d7-9ca8-4701-9496-9cbe6320bd69 · outbound

This paper cites Kamath et al.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Kamath et al

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.639991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:5a5609941d045954a6adee0978d5b5163f570590ede8dbddce2f644039d2b68c

Observation e4f68ecd-7e2e-47df-931a-536348e9a926 · outbound

This paper cites Safety Aware Task Planning via Large Language Models in Robotics.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Safety Aware Task Planning via Large Language Models in Robotics

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-20T10:23:12.036424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:6733235552b2486a2cc9fe8ae5fea2ed09c0cf3d650502b01664952afafc3811

Observation e9a53ec4-b6d6-4978-a512-b04fb6968e98 · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.646912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:53a858fe77d154c1ec603337c08db22f86fee27ac2bfb69c5f8f12aeb1a52204

Observation ef70e3ed-0d69-4cfe-a84b-26b8485f9d9a · outbound

This paper cites Lei et al.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Lei et al

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-20T10:23:12.027527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:ef5e7b4b3a289d29ae7fe1c2d6f8092557cda2b4994a4e835f1e44555e80ebe9

Observation d5f67895-90ad-4c23-baac-26576eb1cf37 · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-05-20T10:23:12.044635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:f77bd5483f8742b91af8781efedb5ea28574110061ebe1f776988c2667bbf84d

Observation f230cf31-4390-4ee0-9e20-62c6a6a57333 · outbound

This paper cites Unlocking Tokens as Data Points for Generalization Bounds on Larger Language Models.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unlocking Tokens as Data Points for Generalization Bounds on Larger Language Models

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-05-20T10:23:12.060023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:ce1ededec74b6e36777922cf47cc147cd2999da9dd79ca0487943c9dfa00c0e0

Observation 577eeaa2-27ca-4173-8c41-697e0d8f93c7 · outbound

This paper cites The Dark Side of LLMs: Agent-based Attack Vectors for System-level Compromise.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment The Dark Side of LLMs: Agent-based Attack Vectors for System-level Compromise

Reference 36

Resolution
verified exact
local_arxiv, observed 2026-05-20T10:23:12.018634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:1a645d7f0a60bb58c7c56b44e9287672896a45c25ef4e9f97c5bb71079dc33eb

Observation 42728a05-a8f4-4ef9-a274-f02ad90ae843 · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.610849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:27cf6bb73090dbb7664cd20a20c7f945bcc364eb73e8acc60353749a4800d443

Observation e76764a4-713f-4348-9629-dfca319336a0 · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.625007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:48304fd886b1df5b25d869cb19b87f64c64697b2640c4f26d8ad20fea50041ff

Observation 472665d1-369b-4337-a35a-aa7ceeb0704e · outbound

This paper cites Mestres et al.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Mestres et al

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.669575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:56ec4134ca557db6035b9f0f19db0494b6a85d405f69a331738d6f1aa1b694df

Observation 31554c14-60dd-4a87-9b80-d697819521fd · outbound

This paper cites Miculicich, M.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Miculicich, M

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.667245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:5de7cc1c733f9ac16bed740bf71361f52ba254591f2229e2f74bc35f30485f35

Observation 2791e82c-7a60-4ab8-b92c-747dc5648381 · outbound

This paper cites Mohri and A.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Mohri and A

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.589555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:849f7f127180e25b38c6a33b7ea7af4eacf93fe7cb1ca8702f463f08ee3478c3

Observation a4354990-9795-4b47-8089-f41da0fce558 · outbound

This paper cites Mohri and A.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Mohri and A

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.592185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:01a420c2df3790aeabad37db04888a39e4fd28c34fa55519be2f04bb1119276f

Observation 535c9048-2574-4177-a8f2-decbfcaea3db · outbound

This paper cites Benchmarking the Robustness of Agentic Systems to Adversarially-Induced Harms.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Benchmarking the Robustness of Agentic Systems to Adversarially-Induced Harms

Reference 43

Resolution
verified exact
arxiv_id, observed 2026-08-11T01:16:07.083257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:6f5d5c3acfcaa2c6949d3a46f5f922ecedd9cab4e4f6dfdb27c14441bb8c3a48

Observation aabe7ecb-75a7-4142-982b-6eed7fb0ee3b · outbound

This paper cites Ouyang, J.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Ouyang, J

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.584448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:77a5a4f7776c97975dea9d3232425b2d93b8f49a0186e952a2669fa863c1bbf6

Observation 0ebcf10d-ef04-4efa-853b-7e15af838475 · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.586626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:3c7a0cd3640ce73527c60e5c8beabd3b72972c4ba8da9e37ff5897913513eb3b

Observation 338f6b57-4f10-46f6-9843-e36d96bbba6f · outbound

This paper cites Rafailov, A.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Rafailov, A

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.594768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:240a0590663cda54708552ca2f896a8997ae5c1f56e23ecb6daf9731daf268b3

Observation a3d001bf-5e87-4a98-b567-396b9ec6875b · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 47

Resolution
parse uncertain
raw_fallback, observed 2026-05-20T10:23:12.582180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:69f84d7d9b32cfdc02fb58742693fa36ce2326e2351a8305f14bf903ec214d55

Observation 4a17fc1d-5011-4aa2-b2ab-576b45b1cd04 · outbound

This paper cites Ralaivola, M.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Ralaivola, M

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.573524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:6d2b8ef8e3ec29d77cb7065c52539d8c609dfeffdf22c9778a3d5370b6827682

Observation fd4b002b-99dd-404e-b9ca-ce408fce1f3d · outbound

This paper cites Ramdas, P.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Ramdas, P

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.571049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:5efce1bcc1c04cf93da0eab70e67c7878b1e8146f6e7798f9ed0095e2a4882a4

Observation bae170e7-3139-4c56-9ba5-563664d92635 · outbound

This paper cites Ravichandran, A.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Ravichandran, A

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.576497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:b5eff981fa09ae33402590558b67f3beaa9b12d6308ecfc3f7fc392884614a54

Observation 3a019386-b005-45bf-9f35-9bbd74eef08f · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.579414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:925e562c1d58692afaa7166f6a46344d57b96f7c22804620ea4101d9f0efdc1a

Observation e530f4ec-b3ed-4a55-930f-b4374e5711e0 · outbound

This paper cites Robey, E.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Robey, E

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.597374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:b98c8dd58903d5bcd639c58e7b3322714eed78a93aeb02a371b2326816004e71

Observation af9b1af6-c081-489e-a571-1f68acd62beb · outbound

This paper cites J3016: Taxonomy and definitions for terms related to driving automation systems for on-road motor vehicles.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment J3016: Taxonomy and definitions for terms related to driving automation systems for on-road motor vehicles

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.655998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:97a1c42f450ba0ee37ce6fd7d00e4a716a587b1f2c12193ed1ce848115d0fb9d

Observation e4a89527-f944-4bba-8a92-454fa13ff086 · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 54

Resolution
verified exact
arxiv_id, observed 2026-05-20T10:23:12.012678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:b94b57f2a5f3677bf78c2c68ae6fbc441463b8596f9dc698aa97193da15d609f

Observation 9c27dbb3-b904-4037-ac97-29cdc4555b36 · outbound

This paper cites Shamsujjoha, Q.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Shamsujjoha, Q

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.642403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:f002843fc98259b32eb883a89983e6a55ec71a5ceed2bb5634b2f6a118c967f6

Observation 1efa54f3-36c4-4d7f-a85a-02e0dffde68b · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.696138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:09edd40dfd08b3da21c14ec328c5aa7adaf94e7bcb5c19efef9e8d69554c69a6

Observation 265a99d2-8c00-4958-8706-ffcf3ea0a344 · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.694131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:05c85e93594a0307471c89dabf459b46e700ecc59dd42e1c2da30312021a0125

Observation 79b2da6e-389a-429b-b9d4-13dfded093e9 · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-05-20T10:23:12.053566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:968190eb43d4bec2b9b48ca554227b1e90b773632e94dbc01be367683f6f064c

Observation ef6a6b5d-58ed-476f-9be7-666e7d8e40ea · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.688137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:27f5f57719ec02cc303b03804b30c3f73525b61c04703a4c87e5d041f60e91a2

Observation 2a21188b-e5eb-4089-994f-73915113e42e · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.689951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:4086a622dfc8a07dcb469912e3f5887c07bae5db4bf7cc5aa4b83e98990ef1c6

Observation 100bfb07-78e8-4758-8bc6-b6ec37b4f6af · outbound

This paper cites ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 61

Resolution
verified exact
arxiv_id, observed 2026-08-04T02:29:49.790599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:7985527ba69f75869e6d1ace15744b5a7c645702a95ebdecba27514a29261188

Observation 979fd96b-afcc-40bb-bc88-47044537eae0 · outbound

This paper cites Robosafe: Safeguarding embodied agents via executable safety logic.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Robosafe: Safeguarding embodied agents via executable safety logic

Reference 62

Resolution
verified exact
arxiv_id, observed 2026-05-20T10:23:12.050698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:1cf19f5d37ef9b2e74b368e66e7914c7cfca75ea2a7c6529a1584f8d5592b27a

Observation b477054c-b7dd-48bb-b648-d7771aa8bb40 · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 63

Resolution
parse uncertain
raw_fallback, observed 2026-05-20T10:23:12.692239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:fab286fa05c5544b47e9352bf358106481eacb6157fcd6057e9325429fdee14c

Observation e5c156a1-00f9-4138-88d6-de6736ca9e13 · outbound

This paper cites CluCERT: Certifying LLM Robustness via Clustering-Guided Denoising Smoothing.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment CluCERT: Certifying LLM Robustness via Clustering-Guided Denoising Smoothing

Reference 64

Resolution
verified exact
arxiv_id, observed 2026-07-17T02:20:36.771576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:0405f0beb92381bdd177dd5250af85882a9f184450bfc78254252fcbbef0f74d

Observation 9835ba7b-dc59-461a-a0c9-4a8324b31bec · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.677193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:dd48d2fedf8cb6d4e35a5d3628d2a038cac1022028672eaf8ad8dbee9582bdba

Observation 731bfe7f-8df8-46a5-bd69-3cad595547c1 · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.679331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:ad9a4812a03b71e9abd8bad65755937c5ee3848e4c8ac5443875ef7b33f0c64e

Observation 4de2761f-f502-40ad-a54f-07277ef4b693 · outbound

This paper cites Zhang, T.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Zhang, T

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.681456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:ce91e9aff06c222278e8b5c20dcaf9d553d21069b5c33188dff6b3c414960e71

Observation 2792ec00-49d3-41c2-839b-4f8f94910947 · outbound

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

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Agent-SafetyBench: Evaluating the Safety of LLM Agents

Reference 68

Resolution
verified exact
local_arxiv, observed 2026-05-20T10:23:12.047471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:71e4c1fc919082588a49170923b69432b3572861f9e89f040cf071aa3a839f83

Observation 25415253-9a07-4258-a94d-b69b28c87151 · outbound

This paper cites an unresolved cited work.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-05-20T10:23:12.683590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:b3e2a44e4cfa2af58d36d72a9e330d82b807e55e62634cc04bf0e97cb2fa7aac

Observation 7fcab5be-a3b0-4a89-9a37-7c007b89844f · outbound

This paper cites Visit Rooms 12, 15, and 18 before 15:00 to check each resident’s hydration and wellbeing; bring water if needed; do not disturb residents during rest periods.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Visit Rooms 12, 15, and 18 before 15:00 to check each resident’s hydration and wellbeing; bring water if needed; do not disturb residents during rest periods

Reference 70

Resolution
malformed identifier
raw_fallback, observed 2026-05-20T10:23:12.674757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:fa3e50bef3074fd54409d54798fce10eb48a4f4378b3e33699582639966378c3

Observation 78cc271f-bc6c-41f4-83e8-c771057b0903 · outbound

This paper cites Guidelines: • The answer [N/A] means that the paper does not involve crowdsourcing nor research with human subjects.

Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment Guidelines: • The answer [N/A] means that the paper does not involve crowdsourcing nor research with human subjects

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-05-20T10:23:12.671968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-20T10:21:11.725387Z digest=sha256:ac251f5a3e79020300d133311052e418f8a17bb5a6021280fcbc05d6172c8c70

Pith citing papers

Observation 541f5dae-d8a5-4101-9dc9-c92de0e5ee32 · inbound

Trusted Floors Under Untrusted Learners: A Runtime Assured-SLO Guard for ML Serving cites this paper.

Trusted Floors Under Untrusted Learners: A Runtime Assured-SLO Guard for ML Serving Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment

Reference 4

Resolution
unresolved
no resolver link, observed 2026-07-14T01:11:57.017686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T01:11:57.017686Z digest=sha256:725e5e9609a611bb644f70daa81dea3414625a6ce1d37862415b52fb198a20fa

Observation 2b0ca7ae-d2a7-4e9e-b0fc-da9afa8dd50c · inbound

Trusted Floors Under Untrusted Learners: A Runtime Assured-SLO Guard for ML Serving cites this paper.

Trusted Floors Under Untrusted Learners: A Runtime Assured-SLO Guard for ML Serving Position: A Three-Layer Probabilistic Assume-Guarantee Architecture Is Structurally Required for Safe LLM Agent Deployment

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-02T07:31:27.644604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T07:31:27.644604Z digest=sha256:5c4e1e7d3fb93192458b49991897cc42e25f0d5039e4ba4b1162ea35120ba56d