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Papers
An Empirical Bayes Perspective on Heteroskedastic Mean Estimation
COLT 2026
Data Augmentation: A Fourier Analysis Perspective
COLT 2026
Learning Periodic Strategies in Blocking Bandits Is as Hard as Bandits with Switching Costs
COLT 2026
Minimax density estimation in the adversarial framework under local differential privacy
JMLR 2026
Minimax Limits of k-Fold Cross-Validation via Majority
COLT 2026
Open Problem: Is Interaction Necessary for Order-Optimal 1-bit Mean Estimation?
COLT 2026
Relative Information Gain and Gaussian Process Regression
ALT 2026
Adaptive Convergence Rates for Log-Concave Maximum Likelihood
AISTATS 2025
Generalized multi-view model: Adaptive density estimation under low-rank constraints
JMLR 2025
Identifiability and Estimation in High-Dimensional Nonparametric Latent Structure Models
COLT 2025
Nearly Optimal Differentially Private ReLU Regression
UAI 2025
On adaptivity and minimax optimality of two-sided nearest neighbors
AISTATS 2025
Sharp Optimality of Simple, Plug-in Estimation of the Fisher Information of a Smoothed Density
ICML 2025
Statistical Learning of Distributionally Robust Stochastic Control in Continuous State Spaces
AISTATS 2025
Adaptive and non-adaptive minimax rates for weighted Laplacian-Eigenmap based nonparametric regression
AISTATS 2024
Apple Tasting: Combinatorial Dimensions and Minimax Rates
COLT 2024
Better Locally Private Sparse Estimation Given Multiple Samples Per User
ICML 2024
Distributed Gaussian Mean Estimation under Communication Constraints: Optimal Rates and Communication-Efficient Algorithms
JMLR 2024
High-dimensional (Group) Adversarial Training in Linear Regression
NeurIPS 2024
Minimax Rates for High-Dimensional Random Tessellation Forests
JMLR 2024
Nonparametric Inference under B-bits Quantization
JMLR 2024
Online Estimation via Offline Estimation: An Information-Theoretic Framework
NeurIPS 2024
The Minimax Rate of HSIC Estimation for Translation-Invariant Kernels
NeurIPS 2024
Towards the Fundamental Limits of Knowledge Transfer over Finite Domains
ICLR 2024
Two fundamental limits for uncertainty quantification in predictive inference
COLT 2024