Model Selection

Minimax Limits of k-Fold Cross-Validation via Majority COLT 2026 Rethinking Model Selection in VLM Through the Lens of Gromov-Wasserstein Distance CVPR 2026 Robustness Quantification for Discriminative Models: a New Robustness Metric and its Application to Dynamic Classifier Selection UAI 2026 All models are wrong, some are useful: Model Selection with Limited Labels AISTATS 2025 Cross Validation for Correlated Data in Classification Models AISTATS 2025 Determine the Number of States in Hidden Markov Models via Marginal Likelihood JMLR 2025 IRT-Router: Effective and Interpretable Multi-LLM Routing via Item Response Theory ACL 2025 Model selection for behavioral learning data and applications to contextual bandits AISTATS 2025 Towards Costless Model Selection in Contextual Bandits: A Bias-Variance Perspective AISTATS 2024 Who Knows the Answer? Finding the Best Model and Prompt for Each Query Using Confidence-Based Search AAAI 2024 Bayesian Data Selection JMLR 2023 Mixed Samples as Probes for Unsupervised Model Selection in Domain Adaptation NeurIPS 2023 AutoMS: Automatic Model Selection for Novelty Detection with Error Rate Control NeurIPS 2022 Joint Continuous and Discrete Model Selection via Submodularity JMLR 2022 Oracle Inequalities for Model Selection in Offline Reinforcement Learning NeurIPS 2022 MultiLink: Multi-Class Structure Recovery via Agglomerative Clustering and Model Selection CVPR 2021 A Bayesian Perspective on Training Speed and Model Selection NeurIPS 2020 Open Problem: Model Selection for Contextual Bandits COLT 2020 Tuning Causal Discovery Algorithms PGM 2020 Topological Data Analysis of Decision Boundaries with Application to Model Selection ICML 2019 Using Deep Neural Networks to Automate Large Scale Statistical Analysis for Big Data Applications ACML 2017 Bayesian optimization for automated model selection NeurIPS 2016 A New Generalized Error Path Algorithm for Model Selection ICML 2015 Precision-Recall-Gain Curves: PR Analysis Done Right NeurIPS 2015 Regularization Path of Cross-Validation Error Lower Bounds NeurIPS 2015