Publications

Deconfounded Representation Similarity for Comparison of Neural Networks Oral (top 1%)

Tianyu Cui, Yogesh Kumar, Pekka Marttinen*, Samuel Kaski*

Neural Information Processing Systems (NeurIPS), 2022.

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Predicting utilization of healthcare services from individual disease trajectories using RNNs with multi-headed attention

Yogesh Kumar, Henri Salo, Tuomo Nieminen, Kristian Vepsalainen, Sangita Kulathinal, Pekka Marttinen

Proceedings of Machine Learning Research, 2020.

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Self-Supervised Forecasting in Electronic Health Records with Attention-Free Models

Yogesh Kumar, Alexander Ilin, Henri Salo, Sangita Kulathinal, Maarit K Leinonen, Pekka Marttinen

IEEE Transactions on Artificial Intelligence, 2024.

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Improving Medical Multi-modal Contrastive Learning with Expert Annotations

Yogesh Kumar, Pekka Marttinen

• Arxiv