Accepted Papers: Journal Track

  • HEBO: Pushing The Limits of Sample-Efficient Hyperparameter Optimisation
    Alexander Imani Cowen-Rivers, Wenlong Lyu, Rasul Tutunov, Zhi Wang, Antoine Grosnit, Ryan-Rhys Griffiths, Alexandre Max Maraval, Jianye HAO, Jun Wang, Jan Peters, Haitham Bou Ammar
    OpenReview Video Teaser

  • Are We Forgetting about Compositional Optimisers in Bayesian Optimisation?
    Antoine Grosnit, Alexander Imani Cowen-Rivers, Rasul Tutunov, Ryan-Rhys Griffiths, Jun Wang, Haitham Bou Ammar
    OpenReview Video Teaser

  • Hyperparameter Optimization via Sequential Uniform Designs
    Zebin YANG, Aijun Zhang

  • Bayesian optimization for policy search via online-offline experimentation
    Benjamin Letham, Eytan Bakshy
    OpenReview Video Teaser *

  • Model Averaging Is Asymptotically Better Than Model Selection For Prediction
    Tri M. Le
    OpenReview Video Teaser *

  • MFE: Towards reproducible meta-feature extraction
    Edesio Alcobaça, Felipe Siqueira, Adriano Rivolli, Luis Paulo Faina Garcia, Jefferson T. Oliva, Andre Carlos Ponce de Leon Ferreira De Carvalho
    OpenReview Video Teaser

  • Algorithm selection on a meta level
    Alexander Tornede, Lukas Gehring, Tanja Tornede, Marcel Wever, Eyke Hüllermeier
    OpenReview Video Teaser *