Statistical Learning

Sharper Bounds for Uniformly Stable Algorithms with Stationary Mixing Process ICLR 2023 Shedding a PAC-Bayesian Light on Adaptive Sliced-Wasserstein Distances ICML 2023 Shortest Program Interpolation Learning COLT 2023 Simple Binary Hypothesis Testing under Local Differential Privacy and Communication Constraints COLT 2023 Smoothed Analysis of Sequential Probability Assignment NeurIPS 2023 Social Bias Meets Data Bias: The Impacts of Labeling and Measurement Errors on Fairness Criteria AAAI 2023 Sparse Markov Models for High-dimensional Inference JMLR 2023 Sparse PCA Beyond Covariance Thresholding COLT 2023 Spatio-Temporal Neural Structural Causal Models for Bike Flow Prediction AAAI 2023 SpeechMatrix: A Large-Scale Mined Corpus of Multilingual Speech-to-Speech Translations ACL 2023 Spread Flows for Manifold Modelling AISTATS 2023 SQ Lower Bounds for Learning Mixtures of Linear Classifiers NeurIPS 2023 SQ Lower Bounds for Non-Gaussian Component Analysis with Weaker Assumptions NeurIPS 2023 Stability and Generalization of Stochastic Optimization with Nonconvex and Nonsmooth Problems COLT 2023 Stability-Based Generalization Analysis for Mixtures of Pointwise and Pairwise Learning AAAI 2023 Stability of Random Forests and Coverage of Random-Forest Prediction Intervals NeurIPS 2023 Stable Learning via Sparse Variable Independence AAAI 2023 State and parameter learning with PARIS particle Gibbs ICML 2023 Statistical Analysis of Quantum State Learning Process in Quantum Neural Networks NeurIPS 2023 Statistical and Computational Limits for Tensor-on-Tensor Association Detection COLT 2023 Statistical and Computational Trade-off in Multi-Agent Multi-Armed Bandits NeurIPS 2023 Statistical Comparisons of Classifiers by Generalized Stochastic Dominance JMLR 2023 Statistical-Computational Tradeoffs in Mixed Sparse Linear Regression COLT 2023 Statistical Depth for Ranking and Characterizing Transformer-Based Text Embeddings EMNLP 2023 Statistical Efficiency of Score Matching: The View from Isoperimetry ICLR 2023