Andrei Margeloiu

According to our database, Andrei Margeloiu authored at least 10 papers between 2020 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

TabEBM: A Tabular Data Augmentation Method with Distinct Class-Specific Energy-Based Models.

Andrei Margeloiu, Xiangjian Jiang, Nikola Simidjievski, Mateja Jamnik

CoRR, 2024

TabMDA: Tabular Manifold Data Augmentation for Any Classifier using Transformers with In-context Subsetting.

Andrei Margeloiu, Adrián Bazaga, Nikola Simidjievski, Pietro Liò, Mateja Jamnik

CoRR, 2024

ProtoGate: Prototype-based Neural Networks with Global-to-local Feature Selection for Tabular Biomedical Data.

Xiangjian Jiang, Andrei Margeloiu, Nikola Simidjievski, Mateja Jamnik

Proceedings of the Forty-first International Conference on Machine Learning, 2024

From Must to May: Enabling Test-Time Feature Imputation and Interventions.

Evan Rex, Mateo Espinosa Zarlenga, Andrei Margeloiu, Mateja Jamnik

Proceedings of the KDD Workshop on Human-Interpretable AI 2024 co-located with 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2024), 2024

2023

Enhancing Representation Learning on High-Dimensional, Small-Size Tabular Data: A Divide and Conquer Method with Ensembled VAEs.

Navindu Leelarathna, Andrei Margeloiu, Mateja Jamnik, Nikola Simidjievski

CoRR, 2023

ProtoGate: Prototype-based Neural Networks with Local Feature Selection for Tabular Biomedical Data.

Xiangjian Jiang, Andrei Margeloiu, Nikola Simidjievski, Mateja Jamnik

CoRR, 2023

Weight Predictor Network with Feature Selection for Small Sample Tabular Biomedical Data.

Andrei Margeloiu, Nikola Simidjievski, Pietro Liò, Mateja Jamnik

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022

Graph-Conditioned MLP for High-Dimensional Tabular Biomedical Data.

Andrei Margeloiu, Nikola Simidjievski, Pietro Lio', Mateja Jamnik

CoRR, 2022

2021

Do Concept Bottleneck Models Learn as Intended?

Andrei Margeloiu, Matthew Ashman, Umang Bhatt, Yanzhi Chen, Mateja Jamnik, Adrian Weller

CoRR, 2021

2020

Improving Interpretability in Medical Imaging Diagnosis using Adversarial Training.

Andrei Margeloiu, Nikola Simidjievski, Mateja Jamnik, Adrian Weller

CoRR, 2020