2 papers
stat.ME2026
Fundamental Limits and Optimal Methods for Sharp Analytical Causal Bounds in Instrumental Variable Models
Arefe Boushehrian, Mohammad Reza Badri, Sina Akbari +1
Bounding causal effects analytically, rather than numerically, is appealing for its interpretability and conceptual clarity. Existing sharp methods rely on optimization-based appro…
stat.ML2025
Robust Learnability of Sample-Compressible Distributions under Noisy or Adversarial Perturbations
Arefe Boushehrian, Amir Najafi
Learning distribution families over is a fundamental problem in unsupervised learning and statistics. A central question in this setting is whether a given family of…