multi-fidelity optimization

Beyond Grid Search: Leveraging Bayesian Optimization for Accelerating RAG Pipeline Optimization EACL 2026 LAMDA: Two-Phase HPO via Learning Prior from Low-Fidelity Data AAAI 2026 A Bayesian Optimization Approach to Machine Translation Reranking NAACL 2025 EcoTune: Token-Efficient Multi-Fidelity Hyperparameter Optimization for Large Language Model Inference EMNLP 2025 Efficient Hyperparameter Optimization with Adaptive Fidelity Identification CVPR 2024 Optimal Multi-Fidelity Best-Arm Identification NeurIPS 2024 HyperJump: Accelerating HyperBand via Risk Modelling AAAI 2023 Improving Multi-Fidelity Optimization With a Recurring Learning Rate for Hyperparameter Tuning WACV 2023 Multi-Fidelity Bayesian Optimization with Unreliable Information Sources AISTATS 2023 Optimizing Hyperparameters with Conformal Quantile Regression ICML 2023 Bandit Limited Discrepancy Search and Application to Machine Learning Pipeline Optimization AAAI 2022 JAHS-Bench-201: A Foundation For Research On Joint Architecture And Hyperparameter Search NeurIPS 2022 Multi-Fidelity Best-Arm Identification NeurIPS 2022 Procrastinated Tree Search: Black-Box Optimization with Delayed, Noisy, and Multi-Fidelity Feedback AAAI 2022 Supervising the Multi-Fidelity Race of Hyperparameter Configurations NeurIPS 2022 YAHPO Gym - An Efficient Multi-Objective Multi-Fidelity Benchmark for Hyperparameter Optimization AutoML 2022 Batch Multi-Fidelity Bayesian Optimization with Deep Auto-Regressive Networks NeurIPS 2021 GIBBON: General-purpose Information-Based Bayesian Optimisation JMLR 2021 MFES-HB: Efficient Hyperband with Multi-Fidelity Quality Measurements AAAI 2021 NAS-Bench-x11 and the Power of Learning Curves NeurIPS 2021 Adaptive multi-fidelity optimization with fast learning rates AISTATS 2020 Multi-Fidelity Bayesian Optimization via Deep Neural Networks NeurIPS 2020 Multi-fidelity Bayesian Optimization with Max-value Entropy Search and its Parallelization ICML 2020 Multi-Fidelity Multi-Objective Bayesian Optimization: An Output Space Entropy Search Approach AAAI 2020 Tuning Hyperparameters without Grad Students: Scalable and Robust Bayesian Optimisation with Dragonfly JMLR 2020