conftrace_
← Optimization & Theory
Machine Learning › Optimization & Theory ›

Statistical Learning

4,117 papers

Papers per year

9
62
100
382
192
'05
'10
'15
'20
'25

Papers

Value Function Approximations via Kernel Embeddings for No-Regret Reinforcement Learning ACML 2022
Multiple Imputation with Neural Network Gaussian Process for High-dimensional Incomplete Data ACML 2022
Robust Direct Learning for Causal Data Fusion ACML 2022
On Linear Model with Markov Signal Priors AISTATS 2022
Unlabeled Data Help: Minimax Analysis and Adversarial Robustness AISTATS 2022
Causally motivated shortcut removal using auxiliary labels AISTATS 2022
Identity Testing of Reversible Markov Chains AISTATS 2022
Uncertainty Quantification for Low-Rank Matrix Completion with Heterogeneous and Sub-Exponential Noise AISTATS 2022
Spiked Covariance Estimation from Modulo-Reduced Measurements AISTATS 2022
Parametric Bootstrap for Differentially Private Confidence Intervals AISTATS 2022
Spectral risk-based learning using unbounded losses AISTATS 2022
Bias-Variance Decompositions for Margin Losses AISTATS 2022
The Curse Revisited: When are Distances Informative for the Ground Truth in Noisy High-Dimensional Data? AISTATS 2022
Density Ratio Estimation via Infinitesimal Classification AISTATS 2022
One-bit Submission for Locally Private Quasi-MLE: Its Asymptotic Normality and Limitation AISTATS 2022
Differentially Private Regression with Unbounded Covariates AISTATS 2022
Pairwise Fairness for Ordinal Regression AISTATS 2022
A Class of Geometric Structures in Transfer Learning: Minimax Bounds and Optimality AISTATS 2022
Mitigating Bias in Calibration Error Estimation AISTATS 2022
Optimal partition recovery in general graphs AISTATS 2022
Learning Proposals for Practical Energy-Based Regression AISTATS 2022
Off-Policy Risk Assessment for Markov Decision Processes AISTATS 2022
Weak Separation in Mixture Models and Implications for Principal Stratification AISTATS 2022
SHAFF: Fast and consistent SHApley eFfect estimates via random Forests AISTATS 2022
Estimating Functionals of the Out-of-Sample Error Distribution in High-Dimensional Ridge Regression AISTATS 2022