Machine Learning

Papers
(The H4-Index of Machine Learning is 26. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-09-01 to 2025-09-01.)
ArticleCitations
Automated imbalanced classification via layered learning219
Adapting performance metrics for ordinal classification to interval scale: length matters162
One-Stage Tree: end-to-end tree builder and pruner121
Parameter identifiability of a deep feedforward ReLU neural network90
Maximum causal entropy inverse constrained reinforcement learning86
Surrogate models of radiative transfer codes for atmospheric trace gas retrievals from satellite observations79
Semantic-enhanced graph neural networks with global context representation68
Fairness seen as global sensitivity analysis65
Resolving power: a general approach to compare the distinguishing ability of threshold-free evaluation metrics64
Modelling spatiotemporal dynamics from Earth observation data with neural differential equations55
Compositional scene modeling with global object-centric representations55
A review on instance ranking problems in statistical learning54
Meta-learning for heterogeneous treatment effect estimation with closed-form solvers50
Learning to bid and rank together in recommendation systems47
Spike2CGR: an efficient method for spike sequence classification using chaos game representation38
The role of mutual information in variational classifiers35
Robust reputation independence in ranking systems for multiple sensitive attributes34
SETAR-Tree: a novel and accurate tree algorithm for global time series forecasting33
Masked autoencoder for multiagent trajectories30
Invariant representation learning via decoupling style and spurious features29
Differentially-private data synthetisation for efficient re-identification risk control29
Simultaneous outlier detection and elimination in hyperspectral unmixing via weighted non-negative matrix tri-factorization29
Towards accurate knowledge transfer via target-awareness representation disentanglement28
Learning any memory-less discrete semantics for dynamical systems represented by logic programs27
Chinese character recognition with radical-structured stroke trees27
Optimal survival trees27
An accelerated proximal algorithm for regularized nonconvex and nonsmooth bi-level optimization26
LaMMOn: language model combined graph neural network for multi-target multi-camera tracking in online scenarios26
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