Statistics

All-Purpose Mean Estimation over R AAAI 2026 Data Augmentation: A Fourier Analysis Perspective COLT 2026 Density estimation for Hellinger via minimum-distance estimators: mixtures of Gaussians, log-concave, and more COLT 2026 Kernel Integrated R^2: A Measure of Dependence UAI 2026 Optimal Bounds for Tyler’s M-Estimator for Elliptical Distributions ALT 2026 Persistence Diagrams Estimation of Multivariate Piecewise Hölder-continuous Signals JMLR 2026 Putting Fair Division on the Map AAAI 2026 Recursive Fréchet Mean Estimation UAI 2026 RI-Loss: A Learnable Residual-Informed Loss for Time Series Forecasting AAAI 2026 Sign Identifiability of Causal Effects in Stationary Stochastic Dynamical Systems UAI 2026 Sparse recovery of Diffusion Dynamics: Handling High-Dimensionality in Repeated Short Trajectories UAI 2026 Stable algorithms Lower Bounds for Estimation from MMSE Discontinuities: Extended Abstract COLT 2026 The Monotonicity of the Franz–Parisi Potential Is Equivalent to Low-Degree MMSE Lower Bounds: Extended Abstract COLT 2026 Towards Identifiability of Interventional Stochastic Differential Equations UAI 2026 Universality of high-dimensional scaling limits of stochastic gradient descent (extended abstract) COLT 2026 Variational Tail Bounds for Norms of Random Vectors and Matrices COLT 2026 Vector-valued self-normalized concentration inequalities beyond sub-Gaussianity ALT 2026 A Conditional Independence Test in the Presence of Discretization ICLR 2025 A Likelihood Based Approach to Distribution Regression Using Conditional Deep Generative Models ICML 2025 All-Purpose Mean Estimation over R: Optimal Sub-Gaussianity with Outlier Robustness and Low Moments Performance ICML 2025 A Methodological Framework for Measuring Spatial Labeling Similarity IJCAI 2025 Analyzing and Evaluating Correlation Measures in NLG Meta-Evaluation NAACL 2025 Analyzing and Modeling LLM Response Lengths with Extreme Value Theory: Anchoring Effects and Hybrid Distributions EMNLP 2025 An Online Statistical Framework for Out-of-Distribution Detection ICML 2025 Approximate Differential Privacy of the ℓ_2 Mechanism ICML 2025