Statistical Learning

Framework for Evaluating Faithfulness of Local Explanations ICML 2022 FuDGE: A Method to Estimate a Functional Differential Graph in a High-Dimensional Setting JMLR 2022 Functional Generalized Empirical Likelihood Estimation for Conditional Moment Restrictions ICML 2022 Functional Linear Regression with Mixed Predictors JMLR 2022 Fundamental limits for rank-one matrix estimation with groupwise heteroskedasticity AISTATS 2022 Gardner formula for Ising perceptron models at small densities COLT 2022 Gaussian Process Boosting JMLR 2022 Generalization Bounds for Gradient Methods via Discrete and Continuous Prior NeurIPS 2022 Generalization Error Bounds on Deep Learning with Markov Datasets NeurIPS 2022 Generalization Guarantee of Training Graph Convolutional Networks with Graph Topology Sampling ICML 2022 Generalized Group Testing AISTATS 2022 Generalized Resubstitution for Classification Error Estimation JMLR 2022 Generalized Results for the Existence and Consistency of the MLE in the Bradley-Terry-Luce Model ICML 2022 Graphon based Clustering and Testing of Networks: Algorithms and Theory ICLR 2022 GSmooth: Certified Robustness against Semantic Transformations via Generalized Randomized Smoothing ICML 2022 Hard and Soft Evaluation of NLP models with BOOtSTrap SAmpling - BooStSa ACL 2022 High-Dimensional Projection Pursuit: Outer Bounds and Applications to Interpolation in Neural Networks COLT 2022 How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models ICML 2022 How Many Representatives Do We Need? The Optimal Size of a Congress Voting on Binary Issues AAAI 2022 How Much More Data Do I Need? Estimating Requirements for Downstream Tasks CVPR 2022 Huber Additive Models for Non-stationary Time Series Analysis ICLR 2022 Identity Testing of Reversible Markov Chains AISTATS 2022 Image-to-Image Regression with Distribution-Free Uncertainty Quantification and Applications in Imaging ICML 2022 Imbalance-Aware Uplift Modeling for Observational Data AAAI 2022 IMED-RL: Regret optimal learning of ergodic Markov decision processes NeurIPS 2022