41 citations · 75 across the 14 of their papers we have counts for
21 papers
Geometry-Adaptive Mechanisms for Private Synthetic Data
Raoof Zare Moayedi, Amir R. Asadi, Mohammad Hossein Yassaee +1
Generating differentially private synthetic data with meaningful Wasserstein utility guarantees is challenging in high dimensions. For datasets of size \(n\) on with $d\g…
TRACE: Theoretical Risk Attribution under Covariate-shift Effects
Hosein Anjidani, S. Yahya S. R. Tehrani, Mohammad Mahdi Mojahedian +1
When a source-trained model is replaced by a model trained on shifted data, its performance on the source domain can change unpredictably. To address this, we study…
A Class of Subadditive Information Measures and their Applications
Hamidreza Abin, Mahdi Zinati, Amin Gohari +2
We introduce a two-parameter family of discrepancy measures, termed \emph{-divergences}, obtained by applying a non-decreasing function to an -divergence . Build…
A New Approach to Backtracking Counterfactual Explanations: A Unified Causal Framework for Efficient Model Interpretability
Pouria Fatemi, Ehsan Sharifian, Mohammad Hossein Yassaee
Counterfactual explanations enhance interpretability by identifying alternative inputs that produce different outputs, offering localized insights into model decisions. However, tr…
f-divergences and their applications in lossy compression and bounding generalization error
Saeed Masiha, Amin Gohari, Mohammad Hossein Yassaee
In this paper, we provide three applications for -divergences: (i) we introduce Sanov's upper bound on the tail probability of the sum of independent random variables based on s…
Sequential Estimation under Multiple Resources: a Bandit Point of View
Alireza Masoumian, Shayan Kiyani, Mohammad Hossein Yassaee
The problem of Sequential Estimation under Multiple Resources (SEMR) is defined in a federated setting. SEMR could be considered as the intersection of statistical estimation and b…