Statistical Learning

Efficient Agnostic Learning with Average Smoothness ALT 2024 Efficient Algorithms for Non-gaussian Single Index Models with Generative Priors AAAI 2024 Efficient Conformal Prediction under Data Heterogeneity AISTATS 2024 Efficiently Learning Significant Fourier Feature Pairs for Statistical Independence Testing NeurIPS 2024 Efficient Modality Selection in Multimodal Learning JMLR 2024 Efficient multi-prompt evaluation of LLMs NeurIPS 2024 Elo Uncovered: Robustness and Best Practices in Language Model Evaluation NeurIPS 2024 Empirical Analysis of Model Selection for Heterogeneous Causal Effect Estimation ICLR 2024 Empirical Design in Reinforcement Learning JMLR 2024 Enough Is Enough! a Case Study on the Effect of Data Size for Evaluation Using Universal Dependencies COLING 2024 Equivariant bootstrapping for uncertainty quantification in imaging inverse problems AISTATS 2024 Estimating Conditional Mutual Information for Dynamic Feature Selection ICLR 2024 Estimating Generalization Performance Along the Trajectory of Proximal SGD in Robust Regression NeurIPS 2024 Estimating Shape Distances on Neural Representations with Limited Samples ICLR 2024 Estimating the Hallucination Rate of Generative AI NeurIPS 2024 Estimating the Replication Probability of Significant Classification Benchmark Experiments JMLR 2024 Estimation of the Order of Non-Parametric Hidden Markov Models using the Singular Values of an Integral Operator JMLR 2024 Evaluating Automatic Subtitling: Correlating Post-editing Effort and Automatic Metrics COLING 2024 Evaluating Differentially Private Synthetic Data Generation in High-Stakes Domains EMNLP 2024 Evaluating Gender Bias in Multilingual Multimodal AI Models: Insights from an Indian Context ACL 2024 EvoCodeBench: An Evolving Code Generation Benchmark with Domain-Specific Evaluations NeurIPS 2024 Examining the robustness of LLM evaluation to the distributional assumptions of benchmarks ACL 2024 Exploration of the Search Space of Gaussian Graphical Models for Paired Data JMLR 2024 Exponential Tail Local Rademacher Complexity Risk Bounds Without the Bernstein Condition JMLR 2024 Failures and Successes of Cross-Validation for Early-Stopped Gradient Descent AISTATS 2024