Statistical Learning

Estimating Example Difficulty Using Variance of Gradients CVPR 2022 Estimating Functionals of the Out-of-Sample Error Distribution in High-Dimensional Ridge Regression AISTATS 2022 Estimating Structural Disparities for Face Models CVPR 2022 Estimating word co-occurrence probabilities from pretrained static embeddings using a log-bilinear model ACL 2022 Estimation and inference on high-dimensional individualized treatment rule in observational data using split-and-pooled de-correlated score JMLR 2022 Estimation of Local Average Treatment Effect by Data Combination AAAI 2022 Evaluating high-order predictive distributions in deep learning UAI 2022 Exact Community Recovery in Correlated Stochastic Block Models COLT 2022 Exact Community Recovery over Signed Graphs AISTATS 2022 Experimental Standards for Deep Learning in Natural Language Processing Research EMNLP 2022 Exploiting Independent Instruments: Identification and Distribution Generalization ICML 2022 Failure Prediction with Statistical Guarantees for Vision-Based Robot Control RSS 2022 Fairness-Aware PAC Learning from Corrupted Data JMLR 2022 Fairness Trade-Offs and Partial Debiasing ACML 2022 Fast and More Powerful Selective Inference for Sparse High-Order Interaction Model AAAI 2022 Fast and Robust Rank Aggregation against Model Misspecification JMLR 2022 Faster Rates of Private Stochastic Convex Optimization ALT 2022 Fast rates for noisy interpolation require rethinking the effect of inductive bias ICML 2022 Feature Importance Explanations for Temporal Black-Box Models AAAI 2022 Feature selection using e-values ICML 2022 (f,Gamma)-Divergences: Interpolating between f-Divergences and Integral Probability Metrics JMLR 2022 Finite-Sample Maximum Likelihood Estimation of Location NeurIPS 2022 First-Order Convex Fitting and Its Application to Economics and Optimization AAAI 2022 FITNESS: (Fine Tune on New and Similar Samples) to detect anomalies in streams with drift and outliers ICML 2022 Fluctuations, Bias, Variance & Ensemble of Learners: Exact Asymptotics for Convex Losses in High-Dimension ICML 2022