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cs.LG2024★ 2 cited
Bayesian Frequency Estimation Under Local Differential Privacy With an Adaptive Randomized Response Mechanism
Soner Aydin, Sinan Yildirim
Frequency estimation plays a critical role in many applications involving personal and private categorical data. Such data are often collected sequentially over time, making it val…
stat.ML2024
Privacy of SGD under Gaussian or Heavy-Tailed Noise: Guarantees without Gradient Clipping
Umut Şimşekli, Mert Gürbüzbalaban, Sinan Yıldırım +1
The injection of heavy-tailed noise into the iterates of stochastic gradient descent (SGD) has garnered growing interest in recent years due to its theoretical and empirical benefi…