AI Agent Monitoring

Ask about this topic

Momentum

20 papers in the last four weeks, up 186% on the four weeks before. 0.2% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 170

All topics
CardsList

  1. Agent Flight Recorder: Tamper-Evident Audit Trails with On-Chain Anchoring for Long-Horizon Tool-Using Agents

    Sep 1, 2026Laurent Bindschaedler, Quentin Botha, Christoph SiebenbrunnerData ProvenanceAlgorithmic Auditing

    Max Planck Institute for Software Systems · Research Institute for Cryptoeconomics, Vienna University of Economics and Business

  2. Parsing the Stream: A Live Trace Model for Long-Horizon Agents and Their Observers

    Sep 1, 2026Egor Pakhomov, Erik NijkampLong-Horizon Agent EvaluationAI Agent Monitoring

    Salesforce AI Research

  3. CatchBench: When Can an Agent Failure Be Caught?

    Aug 24, 2026Yue Zhao, Mengyuan Li, Ruolin Li +5Agent Failure AnalysisBenchmark Auditing

    University of Southern California · Carnegie Mellon University · AWS Agentic AI +3

  4. Agent Safety Should Be a Runtime Contract

    Aug 11, 2026Albus W. Ng, Yi Han, Jusheng Zhang +1AI Agent SafetyAI Agent Monitoring

    1Vast Intelligence Lab · 2Southwest University · 3Sun Yat-sen University

  5. Evidence-Calibrated Runtime Reconstruction for Agent Skills Across Heterogeneous Coding Agents

    Aug 9, 2026Xueping GaoAI Coding AgentsAI Agent Monitoring

    Alibaba Cloud, Hangzhou, China

  6. TelemetrySuffBench: Is Agent Telemetry Sufficient for Failure-Origin Diagnosis?

    Aug 8, 2026Yuxuan Zhu, Peng PuSelective PredictionFault Detection

    School of Data Science and Engineering East China Normal University Shanghai, China

  7. Online Monitoring and Corrective Steering of Programming Agents

    Aug 7, 2026Shuyang Liu, Saman Dehghan, Ji Young Kim +3Software Engineering AgentsLLM Agent Workflow Optimization

    University of Illinois Urbana-Champaign, USA · IBM, USA

  8. TRACE: A Multi-Layer Benchmark for Human AI Controller Coordination Under Drift and Failure

    Aug 7, 2026Joshua Zuniga, Srinivasan Subramanian, Ramya Madhuri Narapureddy +1Agent Failure AnalysisAI Agent Benchmarks

    College of Computing and Software Engineering Kennesaw State University Marietta, GA, USA

  9. ChainClaw: A Layered Agent Framework for Reliable On-Chain Execution

    Aug 6, 2026Jiacheng Wei, Zhaoxin Fan, Xin Wen +5LLM Agent OrchestrationAI Agent Monitoring

    Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University, Beijing, China · School of Artificial Intelligence, Beihang University, Beijing, China · Zhongguancun Laboratory, Beihang University, Beijing, China +1

  10. Fail-Fast, Restart-Smart: Early Failure Prediction and Restart for SWE Agentic Tasks

    Aug 4, 2026Chenyu Wang, Yunbo Lyu, Junda He +4Software Engineering AgentsAI Agent Monitoring

    Singapore Management University · University of Alberta · Nanjing University of Science and Technology +1

  11. Magnet: Detecting Cross-Session AI Misuse Through Capability Accumulation

    Aug 3, 2026Natalie Isak, Matthew DressmanAI Agent SecurityAI Agent Monitoring

  12. Real-Time Detection and Repair of LLM Agent Failures

    Aug 3, 2026Sunny DubeyAI Agent ReliabilityAI Agent Monitoring

  13. Steganalysis of Adaptive Covert Collusion in Tool-Using Agent Populations: A Black-Box, Cross-Principal Approach

    Aug 3, 2026Mohamed Chahine GhanemAlgorithmic CollusionAI Agent Monitoring

    Keele University, Newcastle-Under-Lyme, U.K.

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

    Aug 2, 2026Ruiyang ZhangFormal VerificationAI Agent Monitoring

    Ryonix Labs Inc. Flock.io

  15. Beyond Component Testing: Validating Agentic AI Systems

    Jul 31, 2026Fabio Orazio Mirto, Luca D'Agati, Giuseppe Tricomi +4AI Agent EvaluationAI Agent Safety

    Department of Biomedical, Dental, and Morphological and Functional Imaging Sciences, University of Messina, A.O.U. Policlinico “G.Martino” - Via Consolare Valeria, Messina, 98125, Italy. · Department of Engineering, University of Messina, Contrada di Dio, Sant’Agata, Messina, 98158, Italy. · Institute for High Performance Computing and Networking of National Research Council of Italy, ICAR-CNR, Via Pietro Castellino 111, Naples, 80131, Italy. +2

  16. SARC-DQ: Runtime Data-Quality Gating for Agentic AI: Silent Evidence Defects, the Incompetence Shield, and Downstream-Only Remediation

    Jul 28, 2026Gaston BesansonAI Agent ReliabilityData Provenance

    Universidad Torcuato Di Tella

  17. AgentGUI: An Interface for Observing and Steering Long-Running AI Agents

    Jul 28, 2026Xuan Zhao, Jiwoong Sohn, Qinyue Zheng +1GUI AgentsHuman-in-the-Loop AI

    ETH Zürich · ETH AI Center

  18. Toward Standardized Cross-Vendor Agent Tool Trust Management in Autonomous Networks

    Jul 28, 2026Ravi Kant Sharma, Ashutosh Uttam, Ajay KumarAI Agent SecurityAI Agent Monitoring

    Ericsson

  19. Early Detection of Distributed Backdoors in Multi-Agent LLM Systems: A Characterization Study

    Jul 27, 2026Diego Fernandez Arias, Dev Prashant Mistry, Ren Wang +1Multi-Agent LLM SystemsLLM Backdoor Attacks

    Illinois Institute of Technology Chicago, Illinois, USA

  20. Mission-Level Runtime Assurance for LLM-Assisted ISR Swarms over a Verification-Aware Fabric

    Jul 26, 2026Nikolaos Kekatos, Panagiotis Katsaros, Alexios Lekidis +2Swarm RoboticsAI Agent Monitoring

    Clone Systems, Larnaca, Cyprus · Aristotle University of Thessaloniki, Thessaloniki, Greece · University of Thessaly, Larissa, Greece

  21. Toward Continuous Assurance for the Democratization of AI Agent Creation in Industry

    Jul 23, 2026Natan Levy, Harel BergerAI Agent ReliabilityAI Agent Monitoring

    School of Computer Science and Engineering · The Department of Computer and Software Engineering

  22. Clinical Pathways as Safety Specifications for Physical AI in Hospital Wards

    Jul 22, 2026Gabriele Franchini, Giulio Mallardi, Michele De Carolis +1Cyber-Physical SystemsAI Agent Monitoring

    Computer Science Dept. University of Bari Bari, Italy

  23. ResearchArena: Evaluating Sabotage and Monitoring in Automated AI R&D

    Jul 21, 2026Lena Libon, Ben Rank, Jehyeok Yeon +5AI Agent MonitoringAI Control

    ELLIS Institute Tübingen, Max Planck Institute for Intelligent Systems, Tübingen AI Center · ETH Zurich · University of Amsterdam

  24. AgentDebugX: An Open-Source Toolkit for Failure Observability, Attribution, and Recovery in LLM Agents

    Jul 21, 2026Kunlun Zhu, Xuyan Ye, Zhiguang Han +9Agent Failure AnalysisAI Agent Reliability

    University of Illinois Urbana-Champaign · University of Toronto · Google +1

  25. ChainWatch: A Kill Chain-Aligned Sequential Detection Framework for Multi-Step Attacks in MCP-Based AI Agent Systems

    Jul 20, 2026Om Narayan, Rashmi Jyoti, Ramkinker SinghMCP SecurityAI Agent Security

    Computer Science New York University New York, USA · Cybersecurity University of Maryland, College Park MD, USA · Carnegie Mellon University Pittsburgh, USA

  26. Operational Hallucination and Safety Drift in AI Agents

    Jul 20, 2026Shasha Yu, Fiona Carroll, Barry L. BentleyLLM Agent EvaluationAI Agent Safety

    Cardiff School of Technologies, Cardiff Metropolitan University Cardiff, UK · Harvard Medical School, Harvard University Boston, USA

  27. Proof-or-Stop: Don't Trust the Agent, Trust the Evidence -- Loop Engineering for Verifiable Evidence-Gated Lifecycle Control

    Jul 16, 2026Jek Huang, Jeffery Hsia, Jiayi Sun +3Software Engineering AgentsAI Agent Monitoring

    Prodenovo

  28. Democratizing Agent Deployment Safety: A Structural Monitoring Approach

    Jul 16, 2026Preeti Ravindra, Rahul Tiwari, Vincent WolowskiSoftware Engineering AgentsAI Agent Security

    1Independent

  29. Towards an Intention Abstraction Layer for Autonomous Industrial Systems

    Jul 16, 2026Artan Markaj, Raphael Höfer, Felix GehlhoffAI Agent MonitoringMulti-Agent Systems

    Eurogate GmbH & Co. KGaA, KG Hamburg, Germany · Helmut Schmidt University Hamburg Hamburg, Germany

  30. Traccia: An OpenTelemetry-Based Governance Platform for AI Systems

    Jul 15, 2026Nutan Kumar Naik, Aditya Kumar Saroj, Vijay Prasad Poudel +2AI AccountabilityAI Agent Monitoring

    Department of Earth and Atmospheric Sciences National Institute of Technology Rourkela Odisha, India · Algen.AI2026 Bengaluru, Karnataka, India