Statistical Learning

Statistical Perspective of Top-K Sparse Softmax Gating Mixture of Experts ICLR 2024 Statistical Query Lower Bounds for Learning Truncated Gaussians COLT 2024 Statistical Uncertainty in Word Embeddings: GloVe-V EMNLP 2024 Stochastic Approximation with Decision-Dependent Distributions: Asymptotic Normality and Optimality JMLR 2024 Stratified Prediction-Powered Inference for Effective Hybrid Evaluation of Language Models NeurIPS 2024 Streamlining Conformal Information Retrieval via Score Refinement EMNLP 2024 SureMap: Simultaneous mean estimation for single-task and multi-task disaggregated evaluation NeurIPS 2024 SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification AISTATS 2024 Symmetries in Overparametrized Neural Networks: A Mean Field View NeurIPS 2024 Taking a turn for the better: Conversation redirection throughout the course of mental-health therapy EMNLP 2024 Taming "data-hungry" reinforcement learning? Stability in continuous state-action spaces NeurIPS 2024 Targeted Separation and Convergence with Kernel Discrepancies JMLR 2024 Task-Agnostic Machine-Learning-Assisted Inference NeurIPS 2024 Testing Calibration in Nearly-Linear Time NeurIPS 2024 Testing exchangeability by pairwise betting AISTATS 2024 Testing Semantic Importance via Betting NeurIPS 2024 Test-Time Linear Out-of-Distribution Detection CVPR 2024 The Elephant in the Room: Towards A Reliable Time-Series Anomaly Detection Benchmark NeurIPS 2024 The good, the bad and the ugly sides of data augmentation: An implicit spectral regularization perspective JMLR 2024 The Impact of Differential Privacy on Group Disparity Mitigation NAACL 2024 The Implicit Bias of Heterogeneity towards Invariance: A Study of Multi-Environment Matrix Sensing NeurIPS 2024 The Minimax Rate of HSIC Estimation for Translation-Invariant Kernels NeurIPS 2024 The Nyström method for convex loss functions JMLR 2024 The optimality of kernel classifiers in Sobolev space ICLR 2024 Theoretical guarantees in KL for Diffusion Flow Matching NeurIPS 2024