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 (ML4H@NeurIPS, 2019)

Medical SANSformers: Training self-supervised transformers without attention for Electronic Medical Records. - Yogesh Kumar; Alexander Ilin; Henri Salo; Sangita Kulathinal; Maarit K. Leinonen; Pekka Marttinen (CoRR, 2021)

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 Trans. Artif. Intell., 2024)