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Andrei Margeloiu
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Do Concept Bottleneck Models Learn as Intended?
A Margeloiu, M Ashman, U Bhatt, Y Chen, M Jamnik, A Weller
ICLR 2021 - Responsible AI workshop, 2021
962021
Improving Interpretability in Medical Imaging Diagnosis using Adversarial Training
A Margeloiu, N Simidjievski, M Jamnik, A Weller
NeurIPS 2020 - "Medical Imaging meets NeurIPS" workshop, 2020
182020
Weight Predictor Network with Feature Selection for Small Sample Tabular Biomedical Data
A Margeloiu, N Simidjievski, P Lio, M Jamnik
AAAI Conference on Artificial Intelligence, 2023, 2022
122022
GCondnet: A novel method for improving neural networks on small high-dimensional tabular data
A Margeloiu, N Simidjievski, P Lio, M Jamnik
NeurIPS 2023 - Table Representation Learning Workshop [selected for oral …, 2022
7*2022
ProtoGate: Prototype-based Neural Networks with Global-to-local Feature Selection for Tabular Biomedical Data
X Jiang, A Margeloiu, N Simidjievski, M Jamnik
International Conference on Machine Learning (ICML), 2024, 2024
62024
TabMDA: Tabular Manifold Data Augmentation for Any Classifier using Transformers with In-context Subsetting
A Margeloiu, A Bazaga, N Simidjievski, P Liò, M Jamnik
ICML 2024 - Workshop on In-Context Learning, 2024
42024
TabEBM: A Tabular Data Augmentation Method with Distinct Class-Specific Energy-Based Models
A Margeloiu, X Jiang, N Simidjievski, M Jamnik
Neural Information Processing Systems (NeurIPS), 2024, 2024
32024
Enhancing Representation Learning on High-Dimensional, Small-Size Tabular Data: A Divide and Conquer Method with Ensembled VAEs
N Leelarathna, A Margeloiu, M Jamnik, N Simidjievski
arXiv preprint arXiv:2306.15661, 2023
12023
LLM Embeddings for Deep Learning on Tabular Data
B Koloski, A Margeloiu, X Jiang, B Škrlj, N Simidjievski, M Jamnik
arXiv preprint arXiv:2502.11596, 2025
2025
From Must to May: Enabling Test-Time Feature Imputation and Interventions
E Rex, ME Zarlenga, A Margeloiu, M Jamnik
KDD 2024 Workshop on Human-Interpretable Artificial Intelligence, 2024
2024
Augmenting Small-size Tabular Data with Class-Specific Energy-Based Models
A Margeloiu, X Jiang, N Simidjievski, M Jamnik
NeurIPS 2024 Third Table Representation Learning Workshop, 0
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Artikler 1–11