PrivCert: Certifying Statement Support under Differential Privacy

arXiv:2609.38934 · cs.CR, cs.LG · Submitted 2026-09-30 · Read on arXiv

cs.CR, cs.LG

Submitted: 2026-09-30

Updated: 2026-09-30

Terminology

• Differential Privacy — 16× in this paper · explained in 4 episodes
• Calibration — 11× in this paper · explained in 7 episodes
• Differentially Private — 9× in this paper · explained in 3 episodes
• Abstention — 7× in this paper · explained in 1 episode
• Verifier — 6× in this paper · explained in 2 episodes
• Benchmark — 4× in this paper · explained in 2 episodes
• Consistency — 4× in this paper · explained in 3 episodes
• Robustness — 4× in this paper · explained in 5 episodes
• Verification — 4× in this paper · explained in 2 episodes
• Fidelity — 3× in this paper · explained in 2 episodes
• Accuracy — 2× in this paper · explained in 1 episode
• Annual ACM Symposium on Theory of Computing — 2× in this paper
• Grounding — 2× in this paper · explained in 3 episodes
• Hallucination — 2× in this paper · explained in 3 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Alignment — 1× in this paper · explained in 1 episode
• Clustering — 1× in this paper · explained in 2 episodes
• Conformal Prediction — 1× in this paper · explained in 5 episodes
• Differential Privacy (DP) — 1× in this paper · explained in 7 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Hamming Distance — 1× in this paper · explained in 2 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Trace — 1× in this paper · explained in 2 episodes
• Uncertainty Quantification — 1× in this paper · explained in 8 episodes

Sources

• A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification
• Toward provably private analytics and insights into GenAI use
• Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks
• Urania: Differentially Private Insights into AI Use
• Character-level Convolutional Networks for Text Classification

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