Scalable Inference in SDEs by Direct Matching of the Fokker-Planck-Kolmogorov Equation. - Arno Solin; Ella Tamir; Prakhar Verma (NeurIPS, 2021)

Sparse Function-space Representation of Neural Networks. - Aidan Scannell; Riccardo Mereu; Paul E. Chang; Ella Tamir; Joni Pajarinen; Arno Solin (CoRR, 2023)

Transport with Support: Data-Conditional Diffusion Bridges. - Ella Tamir; Martin Trapp 001; Arno Solin (Trans. Mach. Learn. Res., 2023)

Learning to Approximate Particle Smoothing Trajectories via Diffusion Generative Models. - Ella Tamir; Arno Solin (FUSION, 2024)

Function-space Parameterization of Neural Networks for Sequential Learning. - Aidan Scannell; Riccardo Mereu; Paul Edmund Chang; Ella Tamir; Joni Pajarinen; Arno Solin (ICLR, 2024)