Cover Image

CASPIAN: Online Detection and Attribution of Cascade Attacks in LLM Multi-Agent Systems via Cross-Channel Causal Monitoring

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Venkatesh, Kavana, Isbarov, Jafar, Amin, Saad, Kantarcioglu, Murat, Cui, Jiaming
Format:	Preprint
Published:	2026
Subjects:	Multiagent Systems
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Do Agent Societies Develop Intellectual Elites? The Hidden Power Laws of Collective Cognition in LLM Multi-Agent Systems
by: Venkatesh, Kavana, et al.
Published: (2026)

Bypassing AI Control Protocols via Agent-as-a-Proxy Attacks
by: Isbarov, Jafar, et al.
Published: (2026)

PhysicsAgentABM: Physics-Guided Generative Agent-Based Modeling
by: Venkatesh, Kavana, et al.
Published: (2026)

GraphDC: A Divide-and-Conquer Multi-Agent System for Scalable Graph Algorithm Reasoning
by: Li, Wenjin, et al.
Published: (2026)

Counterfactual Reasoning for Causal Responsibility Attribution in Probabilistic Multi-Agent Systems
by: Mu, Chunyan, et al.
Published: (2026)

Insider Attacks in Multi-Agent LLM Consensus Systems
by: Sun, Xiaolin, et al.
Published: (2026)

Conjunctive Prompt Attacks in Multi-Agent LLM Systems
by: Arif, Nokimul Hasan, et al.
Published: (2026)

Seeing the Whole Elephant: A Benchmark for Failure Attribution in LLM-based Multi-Agent Systems
by: Chen, Mengzhuo, et al.
Published: (2026)

HiveMind: Contribution-Guided Online Prompt Optimization of LLM Multi-Agent Systems
by: Xia, Yihan, et al.
Published: (2025)

Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems
by: Zhang, Shaokun, et al.
Published: (2025)

Aegis: Automated Error Generation and Attribution for Multi-Agent Systems
by: Kong, Fanqi, et al.
Published: (2025)

Analyzing Code Injection Attacks on LLM-based Multi-Agent Systems in Software Development
by: Bowers, Brian, et al.
Published: (2025)

Web Fraud Attacks Against LLM-Driven Multi-Agent Systems
by: Kong, Dezhang, et al.
Published: (2025)

Using Protected Attributes to Consider Fairness in Multi-Agent Systems
by: La Malfa, Gabriele, et al.
Published: (2024)

Symphony-Coord: Adaptive Routing for Multi-Agent LLM Systems
by: Guan, Zhaoyang, et al.
Published: (2026)

Pancake: Hierarchical Memory System for Multi-Agent LLM Serving
by: Hu, Zhengding, et al.
Published: (2026)

From Spark to Fire: Modeling and Mitigating Error Cascades in LLM-Based Multi-Agent Collaboration
by: Xie, Yizhe, et al.
Published: (2026)

Camouflage Adversarial Attacks on Multiple Agent Systems
by: Lu, Ziqing, et al.
Published: (2024)

Who's the Mole? Modeling and Detecting Intention-Hiding Malicious Agents in LLM-Based Multi-Agent Systems
by: Xie, Yizhe, et al.
Published: (2025)

AgenticPrecoding: LLM-Empowered Multi-Agent System for Precoding Optimization
by: Yang, Zijiu, et al.
Published: (2026)

Auditing Cascading Risks in Multi-Agent Systems via Semantic-Geometric Co-evolution
by: Luo, Zixun, et al.
Published: (2026)

Dynamic Strategy Adaptation in Multi-Agent Environments with Large Language Models
by: Mallampati, Shaurya, et al.
Published: (2025)

Safe Multi-Agent Behavior Must Be Maintained, Not Merely Asserted: Constraint Drift in LLM-Based Multi-Agent Systems
by: Li, Tianxiao, et al.
Published: (2026)

Governed Collaborative Memory as Artificial Selection in LLM-Based Multi-Agent Systems
by: Cuadros, Diego F., et al.
Published: (2026)

Synergizing Logical Reasoning, Knowledge Management and Collaboration in Multi-Agent LLM System
by: Kostka, Adam, et al.
Published: (2025)

Stop Reducing Responsibility in LLM-Powered Multi-Agent Systems to Local Alignment
by: Hu, Jinwei, et al.
Published: (2025)

Hierarchical Multi-Agent Reinforcement Learning-based Coordinated Spatial Reuse for Next Generation WLANs
by: Yu, Jiaming, et al.
Published: (2025)

Hierarchical Adversarially-Resilient Multi-Agent Reinforcement Learning for Cyber-Physical Systems Security
by: Alqithami, Saad
Published: (2025)

The Best-Laid SCHEMEs: Coordinated Sabotage and Monitoring in Multi-Agent Systems
by: Radev, Nikolay, et al.
Published: (2026)

eQMARL: Entangled Quantum Multi-Agent Reinforcement Learning for Distributed Cooperation over Quantum Channels
by: DeRieux, Alexander, et al.
Published: (2024)

Beyond Input Guardrails: Reconstructing Cross-Agent Semantic Flows for Execution-Aware Attack Detection
by: Wei, Yangyang, et al.
Published: (2026)

Adversarial Attack on Black-Box Multi-Agent by Adaptive Perturbation
by: Chen, Jianming, et al.
Published: (2025)

When KV Cache Reuse Fails in Multi-Agent Systems: Cross-Candidate Interaction is Crucial for LLM Judges
by: Liang, Sichu, et al.
Published: (2026)

MegaAgent: A Large-Scale Autonomous LLM-based Multi-Agent System Without Predefined SOPs
by: Wang, Qian, et al.
Published: (2024)

DM$^3$-Nav: Decentralized Multi-Agent Multimodal Multi-Object Semantic Navigation
by: Kashiri, Amin, et al.
Published: (2026)

Logic-Based Verification of Task Allocation for LLM-Enabled Multi-Agent Manufacturing Systems
by: Lim, Jonghan, et al.
Published: (2026)

Conformity Dynamics in LLM Multi-Agent Systems: The Roles of Topology and Self-Social Weighting
by: Han, Chen, et al.
Published: (2026)

LLM-based Multi-Agent System for Simulating Strategic and Goal-Oriented Data Marketplaces
by: Sashihara, Jun, et al.
Published: (2025)

LLM Multi-Agent Systems: Challenges and Open Problems
by: Han, Shanshan, et al.
Published: (2024)

GAMMAF: A Common Framework for Graph-Based Anomaly Monitoring Benchmarking in LLM Multi-Agent Systems
by: Mateo-Torrejón, Pablo, et al.
Published: (2026)