model selection

Towards Realistic Model Selection for Semi-supervised Learning ICML 2024 Towards Reliable Model Selection for Unsupervised Domain Adaptation: An Empirical Study and A Certified Baseline NeurIPS 2024 Towards Robust Multi-Modal Reasoning via Model Selection ICLR 2024 Towards Unsupervised Model Selection for Domain Adaptive Object Detection NeurIPS 2024 Uncertainty Quantification for Data-Driven Change-Point Learning via Cross-Validation AAAI 2024 Understanding Model Selection for Learning in Strategic Environments NeurIPS 2024 UQ-Guided Hyperparameter Optimization for Iterative Learners NeurIPS 2024 U-trustworthy Models. Reliability, Competence, and Confidence in Decision-Making AAAI 2024 Vertical Validation: Evaluating Implicit Generative Models for Graphs on Thin Support Regions UAI 2024 When Benchmarks are Targets: Revealing the Sensitivity of Large Language Model Leaderboards ACL 2024 Who Knows the Answer? Finding the Best Model and Prompt for Each Query Using Confidence-Based Search AAAI 2024 Zipper: Addressing Degeneracy in Algorithm-Agnostic Inference NeurIPS 2024 A Hyperparameter Optimization Toolkit for Neural Machine Translation Research ACL 2023 Anytime Model Selection in Linear Bandits NeurIPS 2023 A Path to Simpler Models Starts With Noise NeurIPS 2023 AutoKeras: An AutoML Library for Deep Learning JMLR 2023 Automatic Model Selection with Large Language Models for Reasoning EMNLP 2023 Cause-Effect Inference in Location-Scale Noise Models: Maximum Likelihood vs. Independence Testing NeurIPS 2023 Comprehensive Algorithm Portfolio Evaluation using Item Response Theory JMLR 2023 Confidence-based Ensembles of End-to-End Speech Recognition Models Interspeech 2023 Democratizing LLMs: An Exploration of Cost-Performance Trade-offs in Self-Refined Open-Source Models EMNLP 2023 Differentiable Model Selection for Ensemble Learning IJCAI 2023 Efficient Bayesian Learning Curve Extrapolation using Prior-Data Fitted Networks NeurIPS 2023 Efficient Deep Reinforcement Learning Requires Regulating Overfitting ICLR 2023 Evaluating Representations with Readout Model Switching ICLR 2023