ToolChain-CRC: Conformal Risk Control for Agentic AI Under Retrieval and Tool-Use Drift
Jeffery Opoku, David Banahene
stat.ML, cs.LG
Submitted: 2026-06-16
Comments: 26 pages, 11 figures
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification
- SafePath: Conformal Prediction for Safe LLM-Based Autonomous Navigation
- Anytime-Valid Conformal Risk Control
- Conformal Selective Acting: Anytime-Valid Risk Control for RLVR-Trained LLMs
- Tools in the Loop: Quantifying Uncertainty of LLM Question Answering Systems That Use Tools
- Game-theoretic statistics and safe anytime-valid inference
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