Private Anytime Selective-Risk Certification for Federated Retrieval-Augmented Generation: Guarantees and Empirical Limits
Sanjeda Akter, Ibne Farabi Shihab, Anuj Sharma
cs.CR, cs.AI
Submitted: 2026-08-08
Updated: 2026-08-11
License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
Terminology
Sources
- Mitigating LLM Hallucinations via Conformal Abstention
- Selective Risk Certification for LLM Outputs via Information-Lift Statistics: PAC-Bayes, Robustness, and Skeleton Design
- Anytime-Valid Answer Sufficiency Certificates for LLM Generation via Sequential Information Lift
- Differentially Private E-Values
- Certified Adaptive Refresh: Anytime-Valid Monitoring for Federated Conformal RAG
- Anytime-Valid Conformal Risk Control
- Optimal Rates for Differentially Private Hypothesis Testing with E-values
- Conformal Selective Acting: Anytime-Valid Risk Control for RLVR-Trained LLMs
- ReDeEP: Detecting Hallucination in Retrieval-Augmented Generation via Mechanistic Interpretability
- Differentially Private Conformal Prediction
- A Joint Finite-Sample Certificate for Adaptive Selective Conformal Risk Control
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