Tracing Agentic Failure from the Flow of Success
cs.AI, cs.CL
Submitted: 2026-07-14
Updated: 2026-10-10
Terminology
Sources
- Towards Scientific Intelligence: A Survey of LLM-based Scientific Agents
- From Flat Logs to Causal Graphs: Hierarchical Failure Attribution for LLM-based Multi-Agent Systems
- Instant and Reversible Adhesive-free Bonding Between Silicones and Glossy Papers for Soft Robotics
- GraphTracer: Graph-Guided Failure Tracing in LLM Agents for Robust Multi-Turn Deep Search
- MCP-Atlas: A Large-Scale Benchmark for Tool-Use Competency with Real MCP Servers
- TRAIL: Trace Reasoning and Agentic Issue Localization
- The Why Behind the Action: Unveiling Internal Drivers via Agentic Attribution
- DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
- RC-NF: Robot-Conditioned Normalizing Flow for Real-Time Anomaly Detection in Robotic Manipulation
- Deep Learning for Anomaly Detection: A Survey
- Neural Controlled Differential Equations for Online Prediction Tasks
- GPT-4o System Card
- OpenAI GPT-5 System Card
- Neural Stochastic Differential Equations: Deep Latent Gaussian Models in the Diffusion Limit
- Adaptive In-conversation Team Building for Language Model Agents
- Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks
- Correlation Alignment for Unsupervised Domain Adaptation
- gpt-oss-120b & gpt-oss-20b Model Card
Related papers
- MAVEN-T: Reinforced Heterogeneous Distillation for Real-Time Multi-Agent Trajectory Prediction
- Model Discovery Agent: LLM-assisted Bayesian experiment design for data-efficient discovery of mechanistic world models
- Agents' Last Exam
- The Clinician's Veto: Navigating Trust, Liability, and Uncertainty in Autonomous AI Prescribing
- MindHelper: Closed-Loop Embodied Mental-State Reasoning for Precision Intervention
- Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems