Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T22:07:42.432678Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 85 of 85 outbound references and 0 inbound Pith citation observations for arXiv:2608.03272.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T22:07:42.432678Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
85 of 85 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 3122d6bc-57cf-4c66-90a3-9e887465d0cd · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Why Do Multi-Agent LLM Systems Fail?
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b4303ebe-ec30-497d-9ed3-fa9b12059668 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Let the Agent Steer: Closed-Loop Ranking Optimization via Influence Exchange
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72ec97de-6d30-423c-b6e0-48bbfed50b31 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 3
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 ef27c86b-ffb0-44fc-894e-ac268c00c6bf · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c018b495-1c6b-4b12-a3ee-e29818618b8f · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 884ab759-7c05-4ea6-941b-d7397b1f0d57 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 011e530b-c965-467d-9884-bc61fcad0a26 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Gómez, A
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b78afde-0831-412c-a2ab-cbadc49d27ab · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Maxwell Harper and Joseph A
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e52e806d-7d05-446c-92ef-eab78f4db8fe · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a683da6-de20-4caf-9efe-b95b73f4341f · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Rossi, Branislav Kveton, Dongruo Zhou, Julian McAuley, and Lina Yao
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e38ba06-2fd4-4b99-b0eb-83b24089da4f · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f71597fe-86ea-46d8-b771-034a7436c20d · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59eaeefa-68d5-4318-a7a8-091bc77fa2dd · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Emergent Social Intelligence Risks in Generative Multi-Agent Systems
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bdc92014-0cdf-46ef-9494-910d615f5609 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 610b611c-038a-4192-8c3e-f0280ef12163 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1977d10e-edd1-4207-9423-e3364a2934eb · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Beyond Utility: Evaluating LLM as Recommender
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 53a017fd-4867-467b-b449-4fc85e553e8c · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e27e2c99-a118-401f-936c-a594e0e53cf2 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0886bdba-5516-4cc2-b8d0-77c7f16ca71c · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity 2025.LangManus: A Community-Driven AI Automation Framework
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89d322d8-b654-44c1-a876-e688e4963e1c · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Prompt Infection: LLM-to-LLM Prompt Injection within Multi-Agent Systems
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a918ab4c-7cf2-45fc-a412-cbac8ba08dbe · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d9f6804-9d18-4497-878e-83ac7e15789e · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 22
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 73f620cc-c66d-4b0a-a0fb-f8955ab519ba · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b6d963f-12aa-4677-b10f-4d9438f9dfe5 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Don't Trust Your Upstream: Exploiting LLM Multi-Agent System via Topology-Guided Adversarial Propagation
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f445b20-d7c0-49ab-9aa2-a4fa03148c4e · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 25
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 0e0a5a4f-9b15-43e1-b166-c441d4449e93 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Topology Matters: Measuring Memory Leakage in Multi-Agent LLMs
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9cd9016-96ca-42ac-8d73-99bd968b4fde · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity AgentCF++: Memory-enhanced LLM-based Agents for Popularity-aware Cross-domain Recommendations
Reference 27
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 3de6567c-2c76-4499-bf52-ae0d5c9868da · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe5d1225-a62d-4596-9f50-3176b9b495cb · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity BlindGuard: Safeguarding LLM-based Multi-Agent Systems under Unknown Attacks
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e78c1c1-df0a-4678-8c2e-f279353e119c · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Manipulating Recommender Systems: A Survey of Poisoning Attacks and Countermeasures
Reference 30
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 5ea070ab-7bea-4702-a35a-58b1a9b66b95 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Exploring Backdoor Attack and Defense for LLM-empowered Recommendations
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb5a4b14-d9af-4337-9b80-4e52d5019a00 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72079a6f-7b88-4d58-808f-5982a4121a03 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd741f99-4a97-45dc-9aa4-26a0e031417a · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 34
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 905baf38-cfda-4a31-b900-6cfdd6a618f9 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cff18793-a605-4e69-bb3a-82927e1b4708 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 81b4864b-5769-4208-a616-bba3c794af9c · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity A Survey on LLM-powered Agents for Recommender Systems
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b885f98b-df86-4fc3-929a-e72b4c7fd97f · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 38
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 2eaa5503-accf-40d0-baa6-04bfe0564fff · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ca546f7-74d5-4c37-a494-20a62dcb1c0f · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ce8dabc-9440-44ad-93a3-d07b341271b6 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation caebc462-542d-40c8-be2a-87a93b416e60 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 42
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 935e4329-0012-44a4-8c48-e8fc5a505df9 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Personalized Recommendation Systems using Multimodal, Autonomous, Multi Agent Systems
Reference 43
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 b83d3335-8d72-485d-bce1-9de5713c2109 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 44
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 e69bc127-7d6e-4261-86b0-333670b84d27 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Multi-Agent Systems Execute Arbitrary Malicious Code
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03059b16-f2ae-48d1-bbd0-fcca57eaf516 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity IP Leakage Attacks Targeting LLM-Based Multi-Agent Systems
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation abbfc0f4-2503-41e8-92e0-3e2dac3c51ba · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity User Behavior Simulation with Large Language Model based Agents
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87fdf0a1-cd1a-4a82-9ec5-fd17ce869322 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 575bb3fb-28d5-417c-8aa9-305e000ffdcb · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 49
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 fea13fb5-8067-439e-9d30-f02ebbfa8b5a · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity RecMind: Large Language Model Powered Agent For Recommendation
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 101bfe2f-0936-4977-b21d-c8267b30d5b1 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Privacy Risks of LLM-Empowered Recommender Systems: An Inversion Attack Perspective
Reference 51
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 80287501-b091-4c44-af1f-525cfe56d01d · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity ID-Free Not Risk-Free: LLM-Powered Agents Unveil Risks in ID-Free Recommender Systems
Reference 52
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 0558f9d5-8443-4cbe-93bc-4872041deee9 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 53
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 0bfc9218-d90d-4b9a-982f-4d13381a40e2 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a50f4c4a-7e93-493f-b71f-638d53503a0f · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Poisoning Attacks and Defenses in Recommender Systems: A Survey
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11eecb77-fd99-4ee8-9ae3-2d1667d75f84 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b7bda5d9-e9f5-4733-8a73-76d581ad0f2a · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b37eb5e-ae22-48e6-ad75-92e9b722cb74 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity MAS4POI: a Multi-Agents Collaboration System for Next POI Recommendation
Reference 58
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 6c0e19f1-5b3f-401e-8cdc-3a9ab683d2bc · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Attacking Pre-trained Recommendation
Reference 59
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 9414fe2a-8a4e-4c44-a17e-1af7a376308f · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Cowpox: Towards the Immunity of VLM-based Multi-Agent Systems
Reference 60
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 58d5e141-48ac-4238-8b76-148787a807e8 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Rossi, and Julian McAuley
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc04cd91-635e-4690-9947-c414885eb1b6 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8909be5d-67d9-4685-99c1-96fccbf5d288 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c5e539a-e447-4add-a245-abc85d3f13a6 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8742030f-c040-4eff-a28d-2b1c2e3576d6 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 65
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 8a5b0b76-5044-4549-8ce0-7f7fa514c103 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Thought-Augmented Planning for LLM-Powered Interactive Recommender Agent
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 439bf9dd-7411-49ef-9973-ca45d445ff62 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity NetSafe: Exploring the Topological Safety of Multi-agent Networks
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78a43e56-50fe-41fd-81b0-f5bcdc1ea509 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity InjecAgent: Benchmarking Indirect Prompt Injections in Tool-Integrated Large Language Model Agents
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 346400ab-e9b8-4080-a79c-4f1a54e50461 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85b5c48f-bdc5-48ce-85aa-e2c0d52a8c54 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Prospect Personalized Recommendation on Large Language Model-based Agent Platform
Reference 71
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 60c99874-77ac-444c-adbd-9f4b9a04b346 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef1fb838-c6ac-4688-84e6-a5fb717c1e27 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 73
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91de21b6-0ff6-4a3f-b710-1659bc4be95c · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 74
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 d9d901a0-45a7-4f58-a56a-2de0a9ba6160 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 75
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4f9c5fb-db37-4daf-b69b-1012ded06d31 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 76
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 cf807d47-06b8-4406-aeb8-fcfa3025a60c · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity PsySafe: A Comprehensive Framework for Psychological-based Attack, Defense, and Evaluation of Multi-agent System Safety
Reference 77
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85c35185-f384-4a9f-8229-133d41cc3ed6 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Human-Imperceptible Retrieval Poisoning Attacks in LLM-Powered Applications
Reference 78
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae47a06c-43cb-41c7-9970-607b6162e1d3 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 79
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb307ac2-f2a2-48ff-be59-3f140c3025a6 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 80
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 609589b8-4287-4171-8440-3640387bbfbb · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 81
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7a37788-e974-4ad6-bed9-2ff4a29118e2 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity A LLM-based Controllable, Scalable, Human-Involved User Simulator Framework for Conversational Recommender Systems
Reference 82
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f099c07c-9901-4f45-9426-f7c89ec84bd2 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Unresolved cited work
Reference 83
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41c32daa-f432-43b2-bd24-b500288f842e · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity CORBA: Contagious Recursive Blocking Attacks on Multi-Agent Systems Based on Large Language Models
Reference 84
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b44ce838-e91c-4b6c-86ab-2938bf4a8572 · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Stealthy Attack on Large Language Model based Recommendation
Reference 2024
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e9a32d8-801a-4106-80f1-a2fcb03e24bd · outbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Towards Agentic Recommender Systems in the Era of Multimodal Large Language Models
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.