high dimensional

Analytical Lyapunov Function Discovery: An RL-based Generative Approach ICML 2025 Annealing Flow Generative Models Towards Sampling High-Dimensional and Multi-Modal Distributions ICML 2025 EARL-BO: Reinforcement Learning for Multi-Step Lookahead, High-Dimensional Bayesian Optimization ICML 2025 Efficient Multivariate Robust Mean Estimation Under Mean-Shift Contamination ICML 2025 Feasibility-Driven Trust Region Bayesian Optimization AutoML 2025 Feature Shift Localization Network ICML 2025 Identifiability and Estimation in High-Dimensional Nonparametric Latent Structure Models COLT 2025 Multi-Marginal Stochastic Flow Matching for High-Dimensional Snapshot Data at Irregular Time Points ICML 2025 Posterior Inference with Diffusion Models for High-dimensional Black-box Optimization ICML 2025 A Specialized Semismooth Newton Method for Kernel-Based Optimal Transport AISTATS 2024 Distributed High-Dimensional Quantile Regression: Estimation Efficiency and Support Recovery ICML 2024 Joint Composite Latent Space Bayesian Optimization ICML 2024 Particle Denoising Diffusion Sampler ICML 2024 Reservoir Computing for Short High-Dimensional Time Series: an Application to SARS-CoV-2 Hospitalization Forecast ICML 2024 Semi-Supervised Sparse Gaussian Classification: Provable Benefits of Unlabeled Data NeurIPS 2024 Solving Poisson Equations using Neural Walk-on-Spheres ICML 2024 Emergent Asymmetry of Precision and Recall for Measuring Fidelity and Diversity of Generative Models in High Dimensions ICML 2023 Robust covariance estimation with missing values and cell-wise contamination NeurIPS 2023 How rotational invariance of common kernels prevents generalization in high dimensions ICML 2021 On the Sample Complexity of Privately Learning Unbounded High-Dimensional Gaussians ALT 2021 Enhancing Nearest Neighbor Based Entropy Estimator for High Dimensional Distributions via Bootstrapping Local Ellipsoid AAAI 2020 Scalable Feature Selection for (Multitask) Gradient Boosted Trees AISTATS 2020 FANNG: Fast Approximate Nearest Neighbour Graphs CVPR 2016 Transition Matrix Estimation in High Dimensional Time Series ICML 2013 Minimax Rates of Estimation for Sparse PCA in High Dimensions AISTATS 2012