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hyperparameter optimization

405 papers

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Also known as

CASH OPTUNA BO HO HPO

Co-occurring keywords

bayesian optimization (623) neural architecture search (665) gaussian process (1198) automated machine learning (94) model selection (454) surrogate model (181) hyperparameter tuning (213) transfer learning (5442) bilevel optimization (193) neural network optimization (1293)

Papers

Expected Validation Performance and Estimation of a Random Variable’s Maximum EMNLP 2021
Bilevel Optimization: Convergence Analysis and Enhanced Design ICML 2021
Automatic Unsupervised Outlier Model Selection NIPS 2021
MFES-HB: Efficient Hyperband with Multi-Fidelity Quality Measurements AAAI 2021
Generalization Guarantees for Neural Architecture Search with Train-Validation Split ICML 2021
Gradient-based Hyperparameter Optimization Over Long Horizons NIPS 2021
DEHB: Evolutionary Hyberband for Scalable, Robust and Efficient Hyperparameter Optimization IJCAI 2021
Objective Bound Conditional Gaussian Process for Bayesian Optimization ICML 2021
Warm Starting CMA-ES for Hyperparameter Optimization AAAI 2021
Provably Faster Algorithms for Bilevel Optimization NIPS 2021
NASOA: Towards Faster Task-Oriented Online Fine-Tuning With a Zoo of Models ICCV 2021
A Deep and Recurrent Architecture for Primate Vocalization Classification INTERSPEECH 2021
AutoText: An End-to-End AutoAI Framework for Text AAAI 2021
Strength Through Diversity: Robust Behavior Learning via Mixture Policies CORL 2021
RANK-NOSH: Efficient Predictor-Based Architecture Search via Non-Uniform Successive Halving ICCV 2021
Composite Adversarial Attacks AAAI 2021
FBNetV3: Joint Architecture-Recipe Search Using Predictor Pretraining CVPR 2021
Samsung R&D Institute Poland submission to WAT 2021 Indic Language Multilingual Task ACL 2021
An Empirical Study on Hyperparameter Optimization for Fine-Tuning Pre-trained Language Models ACL 2021
Searching for Machine Learning Pipelines Using a Context-Free Grammar AAAI 2021
Frugal Optimization for Cost-related Hyperparameters AAAI 2021
Dual Active Learning for Both Model and Data Selection IJCAI 2021
Improved Penalty Method via Doubly Stochastic Gradients for Bilevel Hyperparameter Optimization AAAI 2021
AutoTinyBERT: Automatic Hyper-parameter Optimization for Efficient Pre-trained Language Models ACL 2021
AutoFlow: Learning a Better Training Set for Optical Flow CVPR 2021