From voxels to pixels and back: Self-supervision in natural-image reconstruction from fMRI. - Roman Beliy; Guy Gaziv; Assaf Hoogi; Francesca Strappini; Tal Golan; Michal Irani (NeurIPS, 2019)

A Penny for Your (visual) Thoughts: Self-Supervised Reconstruction of Natural Movies from Brain Activity. - Ganit Kupershmidt; Roman Beliy; Guy Gaziv; Michal Irani (CoRR, 2022)

Self-supervised Natural Image Reconstruction and Large-scale Semantic Classification from Brain Activity. - Guy Gaziv; Roman Beliy; Niv Granot; Assaf Hoogi; Francesca Strappini; Tal Golan; Michal Irani (NeuroImage, 2022)

The Wisdom of a Crowd of Brains: A Universal Brain Encoder. - Roman Beliy; Navve Wasserman; Amit Zalcher; Michal Irani (CoRR, 2024)

Don't Judge Before You CLIP: A Unified Approach for Perceptual Tasks. - Amit Zalcher; Navve Wasserman; Roman Beliy; Oliver Heinimann; Michal Irani (Trans. Mach. Learn. Res., 2025)