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stat.ML2026
Optimal Prediction-Augmented Algorithms for Testing Independence of Distributions
Maryam Aliakbarpour, Alireza Azizi, Ria Stevens
Independence testing is a fundamental problem in statistical inference: given samples from a joint distribution over multiple random variables, the goal is to determine whether…
stat.ML2025
High-Probability Bounds For Heterogeneous Local Differential Privacy
Maryam Aliakbarpour, Alireza Fallah, Swaha Roy +1
We study statistical estimation under local differential privacy (LDP) when users may hold heterogeneous privacy levels and accuracy must be guaranteed with high probability. Depar…