Statistical Learning

Unlinked Monotone Regression JMLR 2021 USCO-Solver: Solving Undetermined Stochastic Combinatorial Optimization Problems NeurIPS 2021 User-Level Differentially Private Learning via Correlated Sampling NeurIPS 2021 Variable Selection with Rigorous Uncertainty Quantification using Deep Bayesian Neural Networks: Posterior Concentration and Bernstein-von Mises Phenomenon AISTATS 2021 Variance Reduced Median-of-Means Estimator for Byzantine-Robust Distributed Inference JMLR 2021 V-statistics and Variance Estimation JMLR 2021 Wasserstein Distributionally Robust Inverse Multiobjective Optimization AAAI 2021 What Causes the Test Error? Going Beyond Bias-Variance via ANOVA JMLR 2021 What happens if you treat ordinal ratings as interval data? Human evaluations in NLP are even more under-powered than you think EMNLP 2021 What Makes Multi-Modal Learning Better than Single (Provably) NeurIPS 2021 You should evaluate your language model on marginal likelihood over tokenisations EMNLP 2021 Abstraction Mechanisms Predict Generalization in Deep Neural Networks ICML 2020 A/B Testing in Dense Large-Scale Networks: Design and Inference NeurIPS 2020 Accountable Off-Policy Evaluation With Kernel Bellman Statistics ICML 2020 A Characteristic Function Approach to Deep Implicit Generative Modeling CVPR 2020 A Characterization of Mean Squared Error for Estimator with Bagging AISTATS 2020 A Complete Characterization of Projectivity for Statistical Relational Models IJCAI 2020 A Computational Separation between Private Learning and Online Learning NeurIPS 2020 A convex optimization formulation for multivariate regression NeurIPS 2020 Active Model Estimation in Markov Decision Processes UAI 2020 Active Testing: An Unbiased Evaluation Method for Distantly Supervised Relation Extraction EMNLP 2020 Adapting Text Embeddings for Causal Inference UAI 2020 Adaptive, Distribution-Free Prediction Intervals for Deep Networks AISTATS 2020 Adaptive Estimator Selection for Off-Policy Evaluation ICML 2020 A Distributional Framework For Data Valuation ICML 2020