Paper Citation Record · LEDGER

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

As of 15 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 31 inbound Pith citation observations for arXiv:2508.00500.

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

pith.paper-citation-record.v1
2508.00500 v4

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T10:13:24.003904Z

measured 96 of 96 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 31 of 31 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:41:23.013914Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T18:00:00.393488Z

Reference resolution

65 of 65 outbound references displayed

verified exact1
verified fuzzy39
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 252c9629-9455-49e3-8b5e-7ee73806c2ad · outbound

This paper cites Safe reinforcement learning via shielding.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Safe reinforcement learning via shielding

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:30.717598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 163c129e-7631-42e1-acfb-b2f25feefd0e · outbound

This paper cites Concrete Problems in AI Safety.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Concrete Problems in AI Safety

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:17.820219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c8300aa-9498-4fa3-a4e0-e2d341bef5da · outbound

This paper cites Agentharm: A benchmark for measuring harmfulness of llm agents, 2024.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Agentharm: A benchmark for measuring harmfulness of llm agents, 2024

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:30.539326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8d7f8f4d-c84d-4bd6-8950-29cdd418320e · outbound

This paper cites Proguard.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Proguard

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:30.343228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0fb28eab-f002-4732-8895-aac87de9a944 · outbound

This paper cites Apollo open source platform 9.0, 2023.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Apollo open source platform 9.0, 2023

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:30.192014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f7457c0f-a15e-4eaf-ad72-da49d6ddce91 · outbound

This paper cites Principles of Model Checking.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Principles of Model Checking

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:30.052771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6be9ff87-083f-43d5-ac21-f904052cf713 · outbound

This paper cites Introduction to Runtime Verification, volume 10457 of Lecture Notes in Computer Science , pages 1–33.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Introduction to Runtime Verification, volume 10457 of Lecture Notes in Computer Science , pages 1–33

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:29.924327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0f121756-6e77-4b37-9012-abf3e78b72fc · outbound

This paper cites Smolka, Scott D.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Smolka, Scott D

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:29.756339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c09b2093-abe3-4524-b0ec-377c5d3da436 · outbound

This paper cites Probabilistic verification of fairness properties via concentration.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Probabilistic verification of fairness properties via concentration

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:29.604314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2afed4dc-4f49-4e5d-8203-01ac32fffaff · outbound

This paper cites Global pac bounds for learning discrete time markov chains.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Global pac bounds for learning discrete time markov chains

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:29.502712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e15f6bf1-e9fd-4d69-bf16-16c92d0241af · outbound

This paper cites Lmql: A query language for large language models.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Lmql: A query language for large language models

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:29.361821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0e3615f7-d695-4dfa-a4fa-25f5451b5876 · outbound

This paper cites Simulating Emergent Properties of Human Driving Behavior Using Multi-Agent Reward Augmented Imitation Learning.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Simulating Emergent Properties of Human Driving Behavior Using Multi-Agent Reward Augmented Imitation Learning

Reference 12

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T10:13:24.850547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0ae4f172-2bd3-4cfa-818a-e6e389362cc8 · outbound

This paper cites Boyajian, Jens Clausen, Lea M.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Boyajian, Jens Clausen, Lea M

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:29.204763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d1fbf8aa-20c9-4cf7-8a5e-fed1d859917e · outbound

This paper cites Pstmonitor: Monitor synthesis from probabilistic session types.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Pstmonitor: Monitor synthesis from probabilistic session types

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:29.029210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f3427894-5fdc-4aae-8e81-39550b7ed1eb · outbound

This paper cites MemGPT: Towards LLMs as Operating Systems.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction MemGPT: Towards LLMs as Operating Systems

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:19.190286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 151ca084-2b9a-43dd-b138-2915a3372840 · outbound

This paper cites Shieldagent: Shielding agents via verifiable safety policy reasoning, 2025.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Shieldagent: Shielding agents via verifiable safety policy reasoning, 2025

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:28.901715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 2d091f15-27ec-4bb3-84b0-35e980e8feb2 · outbound

This paper cites Agentdojo: A dynamic environment to evaluate prompt injection attacks and defenses for llm agents, 2024.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Agentdojo: A dynamic environment to evaluate prompt injection attacks and defenses for llm agents, 2024

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:28.796072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4ec7a40e-f152-4002-9982-8e9b2563802f · outbound

This paper cites LLM-Empowered Embodied Agent for Memory-Augmented Task Planning in Household Robotics.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction LLM-Empowered Embodied Agent for Memory-Augmented Task Planning in Household Robotics

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:19.575886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d23959c-1bf3-448f-8f08-bc1b5348f88e · outbound

This paper cites Real estate listing gaffe exposes widespread use of ai in australian industry – and potential risks.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Real estate listing gaffe exposes widespread use of ai in australian industry – and potential risks

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:28.586543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 00d485da-b6f4-40b5-9f88-334903ef3121 · outbound

This paper cites Redcode: Risky code execution and generation benchmark for code agents, 2024.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Redcode: Risky code execution and generation benchmark for code agents, 2024

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:28.478813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0ff1f594-9bb5-4672-b47d-a3783fc94848 · outbound

This paper cites Integrating Expert Knowledge into Logical Programs via LLMs.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Integrating Expert Knowledge into Logical Programs via LLMs

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-06T10:13:24.728949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 221659bf-0980-496b-9656-4f1caf7c399f · outbound

This paper cites Understanding the planning of LLM agents: A survey.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Understanding the planning of LLM agents: A survey

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:20.152114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3622757c-8d4d-4c6b-b85c-f3cfd1315d71 · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:20.244039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6807cf9f-080f-4936-9023-6d44e42f49ff · outbound

This paper cites an unresolved cited work.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T10:13:28.363356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c67859f9-8ec1-46cb-8f0b-bc2b288d3787 · outbound

This paper cites Prism 4.0: Verification of probabilistic real-time systems.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Prism 4.0: Verification of probabilistic real-time systems

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:28.195866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation aebacfb4-bc41-447d-b625-ebc0cf7bb2ce · outbound

This paper cites Langchain, 2025.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Langchain, 2025

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:28.074801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c4148f85-41f7-40b0-b353-56a1e6afa5aa · outbound

This paper cites A brief account of runtime verification.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction A brief account of runtime verification

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:27.973781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation bd2b938f-5027-4379-a71d-54617f9c4b0b · outbound

This paper cites A Review of Prominent Paradigms for LLM-Based Agents: Tool Use (Including RAG), Planning, and Feedback Learning.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction A Review of Prominent Paradigms for LLM-Based Agents: Tool Use (Including RAG), Planning, and Feedback Learning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:20.718730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b06d3d7b-2a1f-4c81-9583-25530d467382 · outbound

This paper cites Holistic Evaluation of Language Models.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Holistic Evaluation of Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:20.819403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5effe28e-7c14-4826-bb73-aab69d02fff1 · outbound

This paper cites TruthfulQA: Measuring How Models Mimic Human Falsehoods.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction TruthfulQA: Measuring How Models Mimic Human Falsehoods

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:20.929718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1477122d-d7e0-44c3-8083-b810cf2fad63 · outbound

This paper cites Dimensionless Policies based on the Buckingham $\pi$ Theorem: Is This a Good Way to Generalize Numerical Results?.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Dimensionless Policies based on the Buckingham $\pi$ Theorem: Is This a Good Way to Generalize Numerical Results?

Reference 31

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T10:13:24.493557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1753f410-b88b-405d-afc8-d105c8ca95ac · outbound

This paper cites The Effects of Transmission-Rights Pricing on Multi-Stage Electricity Markets.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction The Effects of Transmission-Rights Pricing on Multi-Stage Electricity Markets

Reference 32

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T10:13:24.346334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d9c32dcd-abee-461c-8d38-7be162fe3b7a · outbound

This paper cites Manning, Prabhakar Raghavan, and Hinrich Schütze.Introduction to Information Retrieval.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Manning, Prabhakar Raghavan, and Hinrich Schütze.Introduction to Information Retrieval

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:21.264013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a13413c-75b6-401a-a3eb-f653b86c770b · outbound

This paper cites Training language models to follow instructions with human feedback.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Training language models to follow instructions with human feedback

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:21.400477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c420c702-bc18-40c3-93a6-0b16845c5a38 · outbound

This paper cites Unveiling ai agent vulnerabilities part v: Securing llm services.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Unveiling ai agent vulnerabilities part v: Securing llm services

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:27.861321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5c5cab2b-b9e1-4b82-a9cc-049a459f777f · outbound

This paper cites When ai thinks it will lose, it sometimes cheats, study finds.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction When ai thinks it will lose, it sometimes cheats, study finds

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:27.689049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 49cd724b-047a-4f4c-b6dc-ad4b01a90428 · outbound

This paper cites Ai agents: greater capabilities and enhanced risks.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Ai agents: greater capabilities and enhanced risks

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:27.575875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f632a70d-72e7-408a-a279-b93d23385584 · outbound

This paper cites Beyond accuracy: Behavioral testing of nlp models with checklist.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Beyond accuracy: Behavioral testing of nlp models with checklist

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:27.434815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 4aeb6337-66c9-46d8-b23e-cf7b3f67f989 · outbound

This paper cites Toolformer: Language Models Can Teach Themselves to Use Tools.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Toolformer: Language Models Can Teach Themselves to Use Tools

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:21.847940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de147b00-0a5d-4ca5-834b-14499b7545de · outbound

This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Reflexion: Language Agents with Verbal Reinforcement Learning

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:21.925303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c752fb5-30ae-41bc-a4c3-0ea4663855a5 · outbound

This paper cites Imprompter.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Imprompter

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:27.284815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a153b6a1-c672-4a10-b987-0d0c4e111822 · outbound

This paper cites Stoller, Ezio Bartocci, Justin Seyster, Radu Grosu, Klaus Havelund, Scott A.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Stoller, Ezio Bartocci, Justin Seyster, Radu Grosu, Klaus Havelund, Scott A

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:27.159085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5e9cdcc0-59b0-4226-94f6-ea738cb836bd · outbound

This paper cites Probabilistic verification of neural networks against group fairness.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Probabilistic verification of neural networks against group fairness

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:27.049968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 57f51098-85aa-4e56-8b3f-c43b1e3fea59 · outbound

This paper cites Poskitt, Jun Sun, Yuqi Chen, and Zijiang Yang.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Poskitt, Jun Sun, Yuqi Chen, and Zijiang Yang

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:26.890120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b316b2a5-ff57-4291-8e91-b5d38e2a99e3 · outbound

This paper cites Poskitt, Kun Wang, and Jun Sun.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Poskitt, Kun Wang, and Jun Sun

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:26.711529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 47b458e0-e81f-4e3b-9f55-06bcd8e83f0d · outbound

This paper cites Cyber crime is surging.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Cyber crime is surging

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:26.548411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 12912042-7656-4481-8ec4-1d9130431fb6 · outbound

This paper cites Poskitt, and Jun Sun.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Poskitt, and Jun Sun

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:26.438655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 794d7edf-849d-4fbf-805a-99b3d16e3acc · outbound

This paper cites Improving proba- bility estimation through active probabilistic model learning.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Improving proba- bility estimation through active probabilistic model learning

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:26.268683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 16c3f98b-9696-4299-adda-47470e192c36 · outbound

This paper cites Automatically ’verifying’ discrete-time complex systems through learning, abstraction and refinement.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Automatically ’verifying’ discrete-time complex systems through learning, abstraction and refinement

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:26.132374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation cc9a59f4-ad3a-402d-8f4e-5003522e930b · outbound

This paper cites Should we learn probabilistic models for model checking? a new approach and an empirical study.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Should we learn probabilistic models for model checking? a new approach and an empirical study

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:25.969591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 94072d3c-9329-4e59-b0da-1cc17ccea310 · outbound

This paper cites Learning probabilistic models for model checking: An evolutionary approach and an empirical study.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Learning probabilistic models for model checking: An evolutionary approach and an empirical study

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:25.819866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation dca629df-d94a-44a7-9e9f-1414c03ef397 · outbound

This paper cites Poskitt, Yang Sun, Jun Sun, Jingyi Wang, Peng Cheng, and Jiming Chen.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Poskitt, Yang Sun, Jun Sun, Jingyi Wang, Peng Cheng, and Jiming Chen

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:25.680691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e2d73746-2265-44b1-b9d4-8eafe1254026 · outbound

This paper cites A Survey on Large Language Model based Autonomous Agents.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction A Survey on Large Language Model based Autonomous Agents

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:23.035683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86125733-73c5-48b2-a89a-c21ffcf9aadf · outbound

This paper cites Llm-powered autonomous agents.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Llm-powered autonomous agents

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:25.518043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6b79df17-58b9-4c19-a39c-ecd86ed30112 · outbound

This paper cites Guardagent: Safeguard llm agents by a guard agent via knowledge-enabled reasoning, 2025.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Guardagent: Safeguard llm agents by a guard agent via knowledge-enabled reasoning, 2025

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:25.375382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5a273d44-027b-4fd3-8c2d-8d7d21953e81 · outbound

This paper cites an unresolved cited work.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-06T10:13:25.215380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation ee42e3b6-f6d0-47a5-9fbb-b1dc11bddbae · outbound

This paper cites Voyager: An open-ended embodied agent with large language models.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Voyager: An open-ended embodied agent with large language models

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:25.103331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation da773d09-8a1d-4ca3-bb27-8cf51304dcb8 · outbound

This paper cites Beyond-Accuracy: A Review on Diversity, Serendipity and Fairness in Recommender Systems Based on Graph Neural Networks.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Beyond-Accuracy: A Review on Diversity, Serendipity and Fairness in Recommender Systems Based on Graph Neural Networks

Reference 58

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T10:13:24.222257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3e1f2dfb-d6fa-4b2e-acdb-4cc9f5ccf2c5 · outbound

This paper cites React: Synergizing reasoning and acting in language models, 2023.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction React: Synergizing reasoning and acting in language models, 2023

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:23.514557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1738cc1a-c64a-4b72-a9fe-d1d38ab613a5 · outbound

This paper cites Survey on Evaluation of LLM-based Agents.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Survey on Evaluation of LLM-based Agents

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:23.597680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6fd1462-adb9-448b-830a-b08e8e4c4540 · outbound

This paper cites Safeagentbench: A benchmark for safe task planning of embodied llm agents, 2025.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Safeagentbench: A benchmark for safe task planning of embodied llm agents, 2025

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:23.714798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08742ff0-a36a-4506-9ea7-a53020c7a357 · outbound

This paper cites Rvllm: Llm runtime verification with domain knowledge.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Rvllm: Llm runtime verification with domain knowledge

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:23.789339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f0eb97b-96b5-46e6-9ba4-d436b8d88aa7 · outbound

This paper cites Distributionally Robust Receive Combining.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Distributionally Robust Receive Combining

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:23.857992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b99709f-74cf-4b4d-9e12-b0aa2f656610 · outbound

This paper cites Agentdam: Privacy leakage evaluation for autonomous web agents, 2025.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Agentdam: Privacy leakage evaluation for autonomous web agents, 2025

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:13:24.986904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c7e21a6a-5c9e-4963-b3b2-45149780c19b · outbound

This paper cites Universal and Transferable Adversarial Attacks on Aligned Language Models.

ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction Universal and Transferable Adversarial Attacks on Aligned Language Models

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-06T10:13:24.003904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation e95c3f77-6b4b-4196-bbbb-7436a69e026b · inbound

Agentic AI Security: Threats, Defenses, Evaluation, and Open Challenges cites this paper.

Agentic AI Security: Threats, Defenses, Evaluation, and Open Challenges ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 223

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 2026-08-15T06:32:42.880941+00:00.

Observation c50675d6-3180-4f8f-be95-01ea3eac24ce · inbound

PowerDAG: Supervisory Agentic AI System for Automating Distribution Grid Analysis cites this paper.

PowerDAG: Supervisory Agentic AI System for Automating Distribution Grid Analysis ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 41

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 2026-08-15T06:32:42.880941+00:00.

Observation 6936778e-dfc4-4f76-9848-31bcb454c972 · inbound

ATLAS-RTC: Closing the Loop on LLM Agent Output with Token-Level Runtime Control cites this paper.

ATLAS-RTC: Closing the Loop on LLM Agent Output with Token-Level Runtime Control ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 11

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 2026-08-15T06:32:42.880941+00:00.

Observation 4043f1bf-baac-4b6e-ab6c-58e65f405284 · inbound

ATBench: A Diverse and Realistic Agent Trajectory Benchmark for Safety Evaluation and Diagnosis cites this paper.

ATBench: A Diverse and Realistic Agent Trajectory Benchmark for Safety Evaluation and Diagnosis ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 32

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 2026-08-15T06:32:42.880941+00:00.

Observation 34209d3e-491f-4f7f-99f3-e98c9bfedfcd · inbound

ATBench: A Diverse and Realistic Agent Trajectory Benchmark for Safety Evaluation and Diagnosis cites this paper.

ATBench: A Diverse and Realistic Agent Trajectory Benchmark for Safety Evaluation and Diagnosis ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 32

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 2026-08-15T06:32:42.880941+00:00.

Observation 9e85ba7c-5c87-4ff0-be93-411570119518 · inbound

Governance-Aware Agent Telemetry for Closed-Loop Enforcement in Multi-Agent AI Systems cites this paper.

Governance-Aware Agent Telemetry for Closed-Loop Enforcement in Multi-Agent AI Systems ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 8

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 2026-08-15T06:32:42.880941+00:00.

Observation 5e05fb08-13df-4607-8e02-51150b19a0c0 · inbound

Harnessing Embodied Agents: Runtime Governance for Policy-Constrained Execution cites this paper.

Harnessing Embodied Agents: Runtime Governance for Policy-Constrained Execution ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 52

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 2026-08-15T06:32:42.880941+00:00.

Observation 02ec009d-f601-4118-8f12-7ab9f18d9044 · inbound

Harnessing Embodied Agents: Runtime Governance for Policy-Constrained Execution cites this paper.

Harnessing Embodied Agents: Runtime Governance for Policy-Constrained Execution ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 52

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 2026-08-15T06:32:42.880941+00:00.

Observation 0b998ebc-d827-4ca8-9b3a-77b86360fcf9 · inbound

Owner-Harm: A Missing Threat Model for AI Agent Safety cites this paper.

Owner-Harm: A Missing Threat Model for AI Agent Safety ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 7

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 2026-08-15T06:32:42.880941+00:00.

Observation 819c1422-7506-4a29-b4e5-0f233f5679b2 · inbound

Sovereign Agentic Loops: Decoupling AI Reasoning from Execution in Real-World Systems cites this paper.

Sovereign Agentic Loops: Decoupling AI Reasoning from Execution in Real-World Systems ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 14

Resolution: metadata mismatch; 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 2026-08-15T06:32:42.880941+00:00.

Observation b611884f-8ae0-48db-981c-bd87de23980a · inbound

Measuring the Unmeasurable: Markov Chain Reliability for LLM Agents cites this paper.

Measuring the Unmeasurable: Markov Chain Reliability for LLM Agents ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 21

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 2026-08-15T06:32:42.880941+00:00.

Observation 46bff2a8-8ccb-4bd7-8772-b4def0492778 · inbound

Constraining Host-Level Abuse in Self-Hosted Computer-Use Agents via TEE-Backed Isolation cites this paper.

Constraining Host-Level Abuse in Self-Hosted Computer-Use Agents via TEE-Backed Isolation ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 41

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 2026-08-15T06:32:42.880941+00:00.

Observation 169d5cd8-08df-41c8-ac46-163c94f4b068 · inbound

When Routine Chats Turn Toxic: Unintended Long-Term State Poisoning in Personalized Agents cites this paper.

When Routine Chats Turn Toxic: Unintended Long-Term State Poisoning in Personalized Agents ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 24

Resolution: metadata mismatch; 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 2026-08-15T06:32:42.880941+00:00.

Observation 5d30bdb4-4d31-41fc-af51-9576a151dbb9 · inbound

TraceFix: Repairing Agent Coordination Protocols with TLA+ Counterexamples cites this paper.

TraceFix: Repairing Agent Coordination Protocols with TLA+ Counterexamples ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 37

Resolution: metadata mismatch; 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 2026-08-15T06:32:42.880941+00:00.

Observation c9650045-60b9-491e-aed3-d4af276dce1c · inbound

RecRM-Bench: Benchmarking Multidimensional Reward Modeling for Agentic Recommender Systems cites this paper.

RecRM-Bench: Benchmarking Multidimensional Reward Modeling for Agentic Recommender Systems ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 37

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 2026-08-15T06:32:42.880941+00:00.

Observation c33cbc70-a136-410b-9efa-8d50442c5736 · inbound

Do Coding Agents Understand Least-Privilege Authorization? cites this paper.

Do Coding Agents Understand Least-Privilege Authorization? ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 40

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 2026-08-15T06:32:42.880941+00:00.

Observation 201db2c3-a749-43c4-8690-cfda532b7a73 · inbound

From AI-Generated Content to Agentic Action: Security and Safety Threats in Generative AI cites this paper.

From AI-Generated Content to Agentic Action: Security and Safety Threats in Generative AI ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 135

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 2026-08-15T06:32:42.880941+00:00.

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

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

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 2026-08-15T06:32:42.880941+00:00.

Observation e33ce816-b157-4bbf-8ddb-f52260a0b1bf · inbound

The Saturation Trap and the Subjectivity of Intervention Timing: Why Affect-Based Triggers and LLM Judges Fail to Time Interventions on Autonomous Agents cites this paper.

The Saturation Trap and the Subjectivity of Intervention Timing: Why Affect-Based Triggers and LLM Judges Fail to Time Interventions on Autonomous Agents ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 20

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 2026-08-15T06:32:42.880941+00:00.

Observation c9bea075-e99e-4556-a2b9-7c443ae82de4 · inbound

Bistable by Construction: Wall-Clock-Calibrated State Monitors Have No Moment-Detection Regime at Agent Cadence cites this paper.

Bistable by Construction: Wall-Clock-Calibrated State Monitors Have No Moment-Detection Regime at Agent Cadence ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 20

Resolution: metadata mismatch; 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 2026-08-15T06:32:42.880941+00:00.

Observation 8b33efac-ea2f-4e10-be7a-4b3980ef0e71 · inbound

AutoSpec: Safety Rule Evolution for LLM Agents via Inductive Logic Programming cites this paper.

AutoSpec: Safety Rule Evolution for LLM Agents via Inductive Logic Programming ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 34

Resolution: metadata mismatch; 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 2026-08-15T06:32:42.880941+00:00.

Observation 77e6b53f-d746-4ff7-8507-d27d9253890b · inbound

Auditing AI Investment Recommendations as Executable Actions cites this paper.

Auditing AI Investment Recommendations as Executable Actions ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 32

Resolution: metadata mismatch; 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 2026-08-15T06:32:42.880941+00:00.

Observation 19907e88-41a2-4aa7-81d6-69fadc5417fc · inbound

ToolPrivacyBench: Benchmarking Purpose-Bound Privacy in Tool-Using LLM Agents cites this paper.

ToolPrivacyBench: Benchmarking Purpose-Bound Privacy in Tool-Using LLM Agents ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 28

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 2026-08-15T06:32:42.880941+00:00.

Observation a3e21f07-68a2-430d-9965-f1262c9698a0 · inbound

Online Safety Monitoring for LLMs cites this paper.

Online Safety Monitoring for LLMs ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 28

Resolution: metadata mismatch; 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 2026-08-15T06:32:42.880941+00:00.

Observation e90b5941-7433-4ce3-a6dd-4b7b29c401fa · inbound

Why Formal Monitors Fail: Attack Distribution Entropy as a Coverage Bound for LTL-Based LLM Agent Safety cites this paper.

Why Formal Monitors Fail: Attack Distribution Entropy as a Coverage Bound for LTL-Based LLM Agent Safety ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T00:21:06.035360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1867f1c6-7164-4a3b-ad41-b75d7b65c53e · inbound

Securing Agentic AI: From Per-Action Checks to Trajectory Assurance cites this paper.

Securing Agentic AI: From Per-Action Checks to Trajectory Assurance ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T00:12:26.587196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86b6f1d3-adf0-41bf-b8ca-c18627901afa · inbound

Real-Time Detection and Repair of LLM Agent Failures cites this paper.

Real-Time Detection and Repair of LLM Agent Failures ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T06:54:59.189094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 347f6691-128f-45ca-b4ba-17257377482a · inbound

$S^3$: Improving Agent Safety through Multi-Stage Defense cites this paper.

$S^3$: Improving Agent Safety through Multi-Stage Defense ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:57.549105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e41fa59-7f49-4db1-9d9c-900613d50be8 · inbound

Resume Means Resume: A Machine-Checked Conformance Contract for Checkpoint, Interrupt, and Resume Semantics in Workflow Persistence Layers cites this paper.

Resume Means Resume: A Machine-Checked Conformance Contract for Checkpoint, Interrupt, and Resume Semantics in Workflow Persistence Layers ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T11:29:32.060459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6011518-889c-426b-abf2-3e43b57fb64e · inbound

Resume Means Resume: A Machine-Checked Conformance Contract for Checkpoint, Interrupt, and Resume Semantics in Workflow Persistence Layers cites this paper.

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T04:23:14.953275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78225a67-95f7-4f83-8067-e948d58ea7e7 · inbound

DreamGuard: Efficient Runtime Guardrail for LLM Agents via Risk-Aware World Model cites this paper.

DreamGuard: Efficient Runtime Guardrail for LLM Agents via Risk-Aware World Model ProbGuard: Proactive Runtime Monitoring for LLM Agent Safety via Probabilistic Prediction

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T14:41:23.013914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.