Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T04:46:11.845318Z
Paper Citation Record · LEDGER
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS
As of 20 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 3 inbound Pith citation observations for arXiv:2508.03125.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T22:07:42.304265Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-10T20:57:34.795349Z
Reference resolution
18 of 18 outbound references displayed
- verified exact0
- verified fuzzy5
- unresolved13
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation c0f86c1d-014a-4142-bffe-ed05bf0efcf8 · outbound
This paper cites an unresolved cited work.
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T04:46:14.452881Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fe076a48-d3bd-410e-9027-70371b3697be · outbound
This paper cites Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents.
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T04:46:10.472401Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a094781-add8-4a0b-a6e4-8dc7afdff49a · outbound
This paper cites CORBA: Contagious Recursive Blocking Attacks on Multi-Agent Systems Based on Large Language Models.
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS CORBA: Contagious Recursive Blocking Attacks on Multi-Agent Systems Based on Large Language Models
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T04:46:10.566080Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 677407c8-c0e7-4811-8d4d-fb769219dee7 · outbound
This paper cites an unresolved cited work.
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T04:46:13.323288Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 74df91b9-18b1-42a9-b6c3-a53e76462dd9 · outbound
This paper cites an unresolved cited work.
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T04:46:14.263127Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 51563ef3-f45c-4dd7-8822-b63a46618124 · outbound
This paper cites Consider:.
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS Consider:
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T04:46:14.100238Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e6e6c720-e9bb-41b6-9983-35e5e43fc005 · outbound
This paper cites an unresolved cited work.
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T04:46:13.934181Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d0bb996a-8dfb-4cff-9f5d-048756aabe45 · outbound
This paper cites an unresolved cited work.
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T04:46:13.755727Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation dd7d138f-30ff-4021-9492-38678be69478 · outbound
This paper cites an unresolved cited work.
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T04:46:13.539913Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation dcfa664c-9165-4f07-8b32-75db81201654 · outbound
This paper cites Your response should include:.
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS Your response should include:
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T04:46:13.195379Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7b2ea7bf-7beb-4424-86ff-165ddb625aed · outbound
This paper cites an unresolved cited work.
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T04:46:13.100042Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2495a3da-cca8-4693-945f-9f588b9edfe3 · outbound
This paper cites an unresolved cited work.
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T04:46:12.879735Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f63d8ec0-542e-4174-bb4d-1dd0e82e51d8 · outbound
This paper cites an unresolved cited work.
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T04:46:12.697510Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation cb846caa-b24c-4874-83e1-fc79d10ed438 · outbound
This paper cites bypass security checks.
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS bypass security checks
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T04:46:12.586451Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fd2fa48f-b422-4d1b-bb18-de44e1ed18ec · outbound
This paper cites create back-door access.
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS create back-door access
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T04:46:12.418882Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7f3bb1e1-4f23-41da-b108-b7172c84ea93 · outbound
This paper cites an unresolved cited work.
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T04:46:12.257934Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f9c30f5b-6e33-4ed7-8dbf-84cab6a37e97 · outbound
This paper cites INJECTION.
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS INJECTION
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T04:46:12.085177Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fd3d5b42-2e5e-4763-ab2e-2b2addca7818 · outbound
This paper cites Defending Against Alignment-Breaking Attacks via Robustly Aligned LLM.
Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS Defending Against Alignment-Breaking Attacks via Robustly Aligned LLM
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T04:46:10.420990Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation ce20d99f-4d1d-475e-b6f8-128d419e93e4 · inbound
GAMMAF: A Common Framework for Graph-Based Anomaly Monitoring Benchmarking in LLM Multi-Agent Systems cites this paper.
GAMMAF: A Common Framework for Graph-Based Anomaly Monitoring Benchmarking in LLM Multi-Agent Systems Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS
Reference 31
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T22:41:15.018458Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5b6114b8-3d60-4d89-9034-5b3a49d97c3f · inbound
When Agents Go Rogue: Activation-Based Detection of Malicious Behaviors in Multi-Agent Systems cites this paper.
When Agents Go Rogue: Activation-Based Detection of Malicious Behaviors in Multi-Agent Systems Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS
Reference 79
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-10T20:57:34.810598Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8909be5d-67d9-4685-99c1-96fccbf5d288 · inbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity cites this paper.
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Attack the Messages, Not the Agents: A Multi-round Adaptive Stealthy Tampering Framework for LLM-MAS
Reference 63
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T22:07:42.304265Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.