Statistics

Distributed Gaussian Mean Estimation under Communication Constraints: Optimal Rates and Communication-Efficient Algorithms JMLR 2024 Distributed Least Squares in Small Space via Sketching and Bias Reduction NeurIPS 2024 Distributional regression: CRPS-error bounds for model fitting, model selection and convex aggregation NeurIPS 2024 Distribution Learning via Neural Differential Equations: A Nonparametric Statistical Perspective JMLR 2024 Effectiveness of Constant Stepsize in Markovian LSA and Statistical Inference AAAI 2024 Effect Size Estimation for Duration Recommendation in Online Experiments: Leveraging Hierarchical Models and Objective Utility Approaches AAAI 2024 Efficient multi-prompt evaluation of LLMs NeurIPS 2024 Empirical Likelihood for Fair Classification ICLR 2024 Estimating Agreement by Chance for Sequence Annotation ACL 2024 Exact Policy Recovery in Offline RL with Both Heavy-Tailed Rewards and Data Corruption AAAI 2024 Externally Valid Policy Evaluation from Randomized Trials Using Additional Observational Data NeurIPS 2024 Failures and Successes of Cross-Validation for Early-Stopped Gradient Descent AISTATS 2024 False discovery proportion envelopes with m-consistency JMLR 2024 Fast Proxy Experiment Design for Causal Effect Identification NeurIPS 2024 Flat Minima in Linear Estimation and an Extended Gauss Markov Theorem ICLR 2024 Full Bayesian Significance Testing for Neural Networks AAAI 2024 Generalized Fast Exact Conformalization NeurIPS 2024 Gibbs-Based Information Criteria and the Over-Parameterized Regime AISTATS 2024 Gradients of Functions of Large Matrices NeurIPS 2024 Graph fission and cross-validation AISTATS 2024 Great Minds Think Alike: The Universal Convergence Trend of Input Salience NeurIPS 2024 Hierarchical and Density-based Causal Clustering NeurIPS 2024 Higher-Order Causal Message Passing for Experimentation with Complex Interference NeurIPS 2024 Identification and Estimation of Conditional Average Partial Causal Effects via Instrumental Variable UAI 2024 Identification of Analytic Nonlinear Dynamical Systems with Non-asymptotic Guarantees NeurIPS 2024