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Task-aware Kernel Stein certificates for Rényi differential privacy

Paper recorded by Signals 4 on 2026-10-16 in cs.LG. Abstract reproduced from arXiv; link to the original below.

Published 2026-10-16 on arXiv · recorded by Signals 4 on 2026-10-19

Category: cs.LG · 机器学习 · first seen 2026-10-19

Abstract

Rènyi differential privacy, based on Rènyi divergence, has become a notion of choice for privacy guarantees. However, outside the Gaussian setting, Rènyi divergence can be difficult to compute. In particular, Rènyi differential privacy guarantees that exploit task-specific information, as in Rènyi Pufferfish privacy, can be challenging. Here we use kernel Stein discrepancies based on escort distri

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#256 most recent of 749 cs.LG papers we have recorded · ↑ newer: Explainable Machine Learning Analysis of Temperature Effects on Mechan · ↓ older: Parametric Resonance in Primal-Dual Learning for Slowly Non-Stationary
Cite this page: Task-aware Kernel Stein certificates for Rényi differential privacy: the #256 most recent of 749 cs.LG papers we have recorded (as of 2026-10-16). Source: Signals 4 (Signals API) — https://data.jiangzhang.ca/signals4/t/papers/task-aware-kernel-stein-certificates-for-r-nyi-differential-privacy.html
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