Machine Learning

Papers
(The H4-Index of Machine Learning is 29. 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 2022-05-01 to 2026-05-01.)
ArticleCitations
The role of mutual information in variational classifiers285
Meta-learning for heterogeneous treatment effect estimation with closed-form solvers238
Fairness seen as global sensitivity analysis215
Parameter identifiability of a deep feedforward ReLU neural network120
Automated imbalanced classification via layered learning112
SETAR-Tree: a novel and accurate tree algorithm for global time series forecasting95
MultiScale Knowledge Distillation89
Robust reputation independence in ranking systems for multiple sensitive attributes74
Maximum causal entropy inverse constrained reinforcement learning62
Semantic-enhanced graph neural networks with global context representation58
Correction to: Segmentation and feature extraction-based classification of pavement damages using hybrid computer vision and machine learning approaches54
Resolving power: a general approach to compare the distinguishing ability of threshold-free evaluation metrics54
Compositional scene modeling with global object-centric representations46
Performative Prediction in the Wild: Adapting to Arbitrary Data Distribution Maps44
Spike2CGR: an efficient method for spike sequence classification using chaos game representation44
Adapting performance metrics for ordinal classification to interval scale: length matters42
Evaluating line-level localization ability of learning-based code vulnerability detection models41
Learning to bid and rank together in recommendation systems40
GENs: generative encoding networks39
Differentially-private data synthetisation for efficient re-identification risk control39
Multi-label image classification with multi-layered multi-perspective dynamic semantic representation36
LaMMOn: language model combined graph neural network for multi-target multi-camera tracking in online scenarios33
Extended UCB Policies for Multi-armed Bandit Problems33
An accelerated proximal algorithm for regularized nonconvex and nonsmooth bi-level optimization33
Towards accurate knowledge transfer via target-awareness representation disentanglement32
FairSwiRL: fair semi-supervised classification with representation learning32
Masked autoencoder for multiagent trajectories31
Expanding Domain Generalization Theory: Error Bound Beyond Convex Combination Assumption30
A prompt-driven framework for multi-domain knowledge tracing29
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