Variational auto-encoders with Student's t-prior. - Najmeh Abiri; Mattias Ohlsson (ESANN, 2019)

Establishing strong imputation performance of a denoising autoencoder in a wide range of missing data problems. - Najmeh Abiri; Björn Linse; Patrik Edén; Mattias Ohlsson (Neurocomputing, 2019)

Statistical inference with deep latent variable models. - Najmeh Abiri (2019)

Latent Space Score-based Diffusion Model for Probabilistic Multivariate Time Series Imputation. - Guojun Liang; Najmeh Abiri; Atiye Sadat Hashemi; Jens Lundström; Stefan Byttner; Prayag Tiwari (ICASSP, 2025)