Paper Citation Record · LEDGER

G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 16 inbound Pith citation observations for arXiv:2502.11127.

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

pith.paper-citation-record.v1
2502.11127 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 16 of 16 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:32:36.692682Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T09:39:46.503972Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation c044ab26-2fd6-427c-9226-c2b7783c9489 · inbound

Large Language Model Agent: A Survey on Methodology, Applications and Challenges cites this paper.

Large Language Model Agent: A Survey on Methodology, Applications and Challenges G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Reference 199

Resolution: verified exact; arxiv_id, observed 2026-05-22T21:52:10.459802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 785cfa32-51aa-4d6f-ad78-502d0157a6af · inbound

We Should Identify and Mitigate Third-Party Safety Risks in MCP-Powered Agent Systems cites this paper.

We Should Identify and Mitigate Third-Party Safety Risks in MCP-Powered Agent Systems G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-07T00:32:36.692682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbc3fbb7-83df-472f-9685-21086fd81314 · inbound

Graphs Meet AI Agents: Taxonomy, Progress, and Future Opportunities cites this paper.

Graphs Meet AI Agents: Taxonomy, Progress, and Future Opportunities G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Reference 234

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:54.706847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbe74690-1c5c-4bc5-a40f-4d563f20d2b0 · inbound

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents cites this paper.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T21:11:18.256492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a1e2a7d-876f-4c6b-af37-1ca2ed1f7be4 · inbound

BlindGuard: Safeguarding LLM-based Multi-Agent Systems under Unknown Attacks cites this paper.

BlindGuard: Safeguarding LLM-based Multi-Agent Systems under Unknown Attacks G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Reference 21

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T23:41:54.515510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b0754125-5087-4738-9201-54c8a5f81270 · inbound

Copyright Protection for Large Language Models: A Survey of Methods, Challenges, and Trends cites this paper.

Copyright Protection for Large Language Models: A Survey of Methods, Challenges, and Trends G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Reference 146

Resolution: verified exact; arxiv_id, observed 2026-05-18T22:46:52.851433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c6efa8a5-fa78-4dde-beae-37f7bf2e04d7 · inbound

Securing Multi-Agent Systems Against Corruptions via Node Contribution Backpropagation cites this paper.

Securing Multi-Agent Systems Against Corruptions via Node Contribution Backpropagation G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T08:44:56.508876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 606846a8-1ef9-41b3-94c6-05b96706c05a · inbound

Cost and Accuracy of Long-Term Memory in Distributed Multi-Agent Systems Based on Large Language Models cites this paper.

Cost and Accuracy of Long-Term Memory in Distributed Multi-Agent Systems Based on Large Language Models G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-03T11:01:43.612824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f695459f-d77e-4e6f-a98a-577cde6eff95 · inbound

Rethinking Agentic Reinforcement Learning In Large Language Models cites this paper.

Rethinking Agentic Reinforcement Learning In Large Language Models G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Reference 91

Resolution: verified exact; arxiv_id, observed 2026-05-12T10:21:29.658465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5554cc69-a77f-4fb4-a653-5a6588438ba3 · inbound

Rethinking Agentic Reinforcement Learning In Large Language Models cites this paper.

Rethinking Agentic Reinforcement Learning In Large Language Models G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Reference 91

Resolution: verified exact; arxiv_id, observed 2026-05-11T22:11:17.013942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d39f9f39-0798-493e-ae40-c58ba9cacc21 · inbound

Rethinking Agentic Reinforcement Learning In Large Language Models cites this paper.

Rethinking Agentic Reinforcement Learning In Large Language Models G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Reference 91

Resolution: verified exact; arxiv_id, observed 2026-05-19T17:02:40.685561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5d810ed7-9db8-4c5a-b7d3-dd5793b13f46 · inbound

GRADE: Graph Representation of LLM Agent Dependency and Execution cites this paper.

GRADE: Graph Representation of LLM Agent Dependency and Execution G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Reference 134

Resolution: verified exact; arxiv_id, observed 2026-07-04T09:39:46.505492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1c9688bf-af4d-4219-8b14-117e4d69e4d9 · inbound

MESA: Prioritizing Vulnerable Communication Channels for Securing Multi-Agent Systems cites this paper.

MESA: Prioritizing Vulnerable Communication Channels for Securing Multi-Agent Systems G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-06-30T16:14:53.965469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b470eeca-379c-47d0-9d5e-ec0b63e27b70 · inbound

Before Agents Speak: Pre-hoc Failure Risk Inference in Multi-Agent Systems cites this paper.

Before Agents Speak: Pre-hoc Failure Risk Inference in Multi-Agent Systems G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-30T19:40:10.015045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bcb8096-d1cd-4106-a4cf-49ab851f6597 · inbound

Beyond Component Testing: Validating Agentic AI Systems cites this paper.

Beyond Component Testing: Validating Agentic AI Systems G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T07:41:24.246086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87fdf0a1-cd1a-4a82-9ec5-fd17ce869322 · inbound

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity cites this paper.

Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-05T22:07:42.230156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.