Statistics

Quantile Additive Trend Filtering AISTATS 2025 Robust Estimation in metric spaces: Achieving Exponential Concentration with a Fréchet Median AISTATS 2025 Robust Estimation of Population-Level Effects in Repeated-Measures NLP Experimental Designs ACL 2025 Sample Complexity of Correlation Detection in the Gaussian Wigner Model ICML 2025 Scalable Causal Structure Learning via Amortized Conditional Independence Testing CLeaR 2025 Selecting Accurate Subgraphical Models from Possibly Inaccurate Graphical Models CLeaR 2025 Sketching in High-Dimensional Regression With Big Data Using Gaussian Scale Mixture Priors JMLR 2025 Spatially Resolved Transcriptomics Data Clustering with Tailored Spatial-scale Modulation IJCAI 2025 Spectral Differential Network Analysis for High-Dimensional Time Series AISTATS 2025 Spurious Correlations in High Dimensional Regression: The Roles of Regularization, Simplicity Bias and Over-Parameterization ICML 2025 Statistical Collusion by Collectives on Learning Platforms ICML 2025 Statistical Inference of Constrained Stochastic Optimization via Sketched Sequential Quadratic Programming JMLR 2025 Statistical Test for Feature Selection Pipelines by Selective Inference ICML 2025 Suitability Filter: A Statistical Framework for Classifier Evaluation in Real-World Deployment Settings ICML 2025 The Harmonic Structure of Information Contours ACL 2025 The Polynomial Stein Discrepancy for Assessing Moment Convergence ICML 2025 Towards Robust Mathematical Reasoning EMNLP 2025 Wasserstein F-tests for Frechet regression on Bures-Wasserstein manifolds JMLR 2025 Adaptive and non-adaptive minimax rates for weighted Laplacian-Eigenmap based nonparametric regression AISTATS 2024 Adjust Pearson's r to Measure Arbitrary Monotone Dependence NeurIPS 2024 Aerodynamics of Sakata labial-velar oral stops Interspeech 2024 A General Framework for the Analysis of Kernel-based Tests JMLR 2024 A Globally Optimal Portfolio for m-Sparse Sharpe Ratio Maximization NeurIPS 2024 A Likelihood Ratio Test of Genetic Relationship among Languages NAACL 2024 Analysis of Differentially Private Synthetic Data: A Measurement Error Approach AAAI 2024