1. A general framework for the practical disintegration of PAC-Bayesian bounds

   • Paul Viallard
   • Pascal Germain
   • Emilie Morvant

   OriginalPaper 11 October 2023 Pages: 519 - 604

   

2. Softmin discrete minimax classifier for imbalanced classes and prior probability shifts

   • Cyprien Gilet
   • Marie Guyomard
   • Lionel Fillatre

   OriginalPaper 20 November 2023 Pages: 605 - 645

   

3. Model-based trajectory stitching for improved behavioural cloning and its applications

   • Charles A. Hepburn
   • Giovanni Montana

   OriginalPaper Open access 27 September 2023 Pages: 647 - 674

   

4. Meta-classifier free negative sampling for extreme multilabel classification

   • Mohammadreza Qaraei
   • Rohit Babbar

   OriginalPaper Open access 20 November 2023 Pages: 675 - 697

   

5. Towards accurate knowledge transfer via target-awareness representation disentanglement

   • Xingjian Li
   • Di Hu
   • Dejing Dou

   OriginalPaper Open access 12 December 2023 Pages: 699 - 723

   

6. Subspace Adaptation Prior for Few-Shot Learning

   • Mike Huisman
   • Aske Plaat
   • Jan N. van Rijn

   OriginalPaper Open access 19 September 2023 Pages: 725 - 752

   

7. Active learning algorithm through the lens of rejection arguments

   • Christophe Denis
   • Mohamed Hebiri
   • Xavier Siebert

   OriginalPaper Open access 26 December 2023 Pages: 753 - 788

   

8. Markov chain importance sampling for minibatches

   • Cheng-Der Fuh
   • Chuan-Ju Wang
   • Chen-Hung Pai

   OriginalPaper 20 December 2023 Pages: 789 - 814

   

9. Deep doubly robust outcome weighted learning

   • Xiaotong Jiang
   • Xin Zhou
   • Michael R. Kosorok

   OriginalPaper 22 December 2023 Pages: 815 - 842

   

10. Automotive fault nowcasting with machine learning and natural language processing

    • John Pavlopoulos
    • Alv Romell
    • Korbinian Randl

    OriginalPaper Open access 02 October 2023 Pages: 843 - 861

    

11. Targeted adversarial attacks on wind power forecasts

    • René Heinrich
    • Christoph Scholz
    • Malte Lehna

    OriginalPaper Open access 13 September 2023 Pages: 863 - 889

    

12. Heterogeneous multi-task feature learning with mixed \(\ell _{2,1}\) regularization

    • Yuan Zhong
    • Wei Xu
    • Xin Gao

    OriginalPaper 18 December 2023 Pages: 891 - 932

    

13. logicDT: a procedure for identifying response-associated interactions between binary predictors

    • Michael Lau
    • Tamara Schikowski
    • Holger Schwender

    OriginalPaper Open access 22 December 2023 Pages: 933 - 992

    

14. Optimizing model-agnostic random subspace ensembles

    • Vân Anh Huynh-Thu
    • Pierre Geurts

    OriginalPaper 08 November 2023 Pages: 993 - 1042