Machine Learning

Papers
(The H4-Index of Machine Learning is 30. 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 2022-06-01 to 2026-06-01.)
ArticleCitations
The role of mutual information in variational classifiers291
Meta-learning for heterogeneous treatment effect estimation with closed-form solvers251
Fairness seen as global sensitivity analysis227
Automated imbalanced classification via layered learning131
SETAR-Tree: a novel and accurate tree algorithm for global time series forecasting117
Robust reputation independence in ranking systems for multiple sensitive attributes98
Maximum causal entropy inverse constrained reinforcement learning92
Semantic-enhanced graph neural networks with global context representation75
Resolving power: a general approach to compare the distinguishing ability of threshold-free evaluation metrics63
Correction to: Segmentation and feature extraction-based classification of pavement damages using hybrid computer vision and machine learning approaches59
Compositional scene modeling with global object-centric representations57
Spike2CGR: an efficient method for spike sequence classification using chaos game representation56
Adapting performance metrics for ordinal classification to interval scale: length matters47
Evaluating line-level localization ability of learning-based code vulnerability detection models46
MultiScale Knowledge Distillation46
Parameter identifiability of a deep feedforward ReLU neural network45
Learning to bid and rank together in recommendation systems43
Performative Prediction in the Wild: Adapting to Arbitrary Data Distribution Maps43
PrunePrivyTune: Accelerating Language Models with Pruning and Differentially Private Fine-Tuning41
Differentially-private data synthetisation for efficient re-identification risk control40
GENs: generative encoding networks37
Extended UCB Policies for Multi-armed Bandit Problems37
LaMMOn: language model combined graph neural network for multi-target multi-camera tracking in online scenarios34
Expanding Domain Generalization Theory: Error Bound Beyond Convex Combination Assumption33
An accelerated proximal algorithm for regularized nonconvex and nonsmooth bi-level optimization33
Masked autoencoder for multiagent trajectories33
Towards accurate knowledge transfer via target-awareness representation disentanglement33
Trimming stability selection increases variable selection robustness32
A calibration test for evaluating set-based epistemic uncertainty representations30
Invariant representation learning via decoupling style and spurious features30
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