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Topic-Contributed Paper Session

Nonparametric Statistics Section Student Paper Award Presentations

Sun, Aug 2, 2:00 PM - 3:50 PM Room CC-211 Thomas M. Menino Convention & Exhibition Center

Raymond WongOrganizerLily WangChair

Section on Nonparametric Statistics co: No Additional Sponsorco: No Additional Sponsor

6 Presentations

Privacy-Aware Nonparametric Modal Learning with Applications to Regression and Clustering

2:05 PM - 2:20 PM

Arkajyoti Bhattacharjee (The Ohio State University)

Nonparametric Mode Estimation Differential Privacy Modal Regression Modal Clustering

New Empirical Process Tools and Their Applications to Robust Deep ReLU Networks and Phase Transitions for Nonparametric Regression

2:20 PM - 2:35 PM

Testing Imprecise Scientific Theories

2:35 PM - 2:50 PM

Lucas Kania (Carnegie Mellon University)

Tolerant Testing Minimax Nonparametric Testing Nonsmooth Functionals Uncertainty Sets High-energy Physics

Extracting Interpretable Models from Tree Ensembles: Computational and Statistical Perspectives

2:50 PM - 3:05 PM

Nonparametric statistics Tree ensembles Interpretable machine learning

Optimal In-context Adaptivity and Distributional Robustness of Transformers

3:05 PM - 3:20 PM

In-context learning Transformers Nonparametric regression Deep learning

POLAR: A Pessimistic Model-based Policy Learning Algorithm for Dynamic Treatment Regimes

3:20 PM - 3:35 PM

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