Statistical Learning

The Dual PC Algorithm for Structure Learning PGM 2022 The EM Algorithm is Adaptively-Optimal for Unbalanced Symmetric Gaussian Mixtures JMLR 2022 The Franz-Parisi Criterion and Computational Trade-offs in High Dimensional Statistics NeurIPS 2022 Then and Now: Quantifying the Longitudinal Validity of Self-Disclosed Depression Diagnoses NAACL 2022 The optimal noise in noise-contrastive learning is not what you think UAI 2022 The price of ignorance: how much does it cost to forget noise structure in low-rank matrix estimation? NeurIPS 2022 The Price of Tolerance in Distribution Testing COLT 2022 The query complexity of sampling from strongly log-concave distributions in one dimension COLT 2022 This is the way: designing and compiling LEPISZCZE, a comprehensive NLP benchmark for Polish NeurIPS 2022 Tight bounds for minimum ℓ_1-norm interpolation of noisy data AISTATS 2022 Total Stability of SVMs and Localized SVMs JMLR 2022 Toward Corpus Size Requirements for Training and Evaluating Depression Risk Models Using Spoken Language Interspeech 2022 Toward Instance-Optimal State Certification With Incoherent Measurements COLT 2022 Towards a Theory of Non-Log-Concave Sampling:First-Order Stationarity Guarantees for Langevin Monte Carlo COLT 2022 Tracking the risk of a deployed model and detecting harmful distribution shifts ICLR 2022 Tractable Optimality in Episodic Latent MABs NeurIPS 2022 Training on the Test Set: Mapping the System-Problem Space in AI AAAI 2022 Transfer Learning in Information Criteria-based Feature Selection JMLR 2022 Triangular Flows for Generative Modeling: Statistical Consistency, Smoothness Classes, and Fast Rates AISTATS 2022 Trimmed Maximum Likelihood Estimation for Robust Generalized Linear Model NeurIPS 2022 Truth-Tracking via Approval Voting: Size Matters AAAI 2022 TURF: Two-Factor, Universal, Robust, Fast Distribution Learning Algorithm ICML 2022 Two-Sample Testing on Ranked Preference Data and the Role of Modeling Assumptions JMLR 2022 Two-way Sparse Network Inference for Count Data AISTATS 2022 Unbiased estimators for random design regression JMLR 2022