no code implementations • 28 May 2024 • Severi Rissanen, Markus Heinonen, Arno Solin
In the domains of image and audio, diffusion models have shown impressive performance.
no code implementations • 27 May 2024 • Najwa Laabid, Severi Rissanen, Markus Heinonen, Arno Solin, Vikas Garg
Retrosynthesis, the task of identifying precursors for a given molecule, can be naturally framed as a conditional graph generation task.
1 code implementation • 21 Jun 2022 • Severi Rissanen, Markus Heinonen, Arno Solin
While diffusion models have shown great success in image generation, their noise-inverting generative process does not explicitly consider the structure of images, such as their inherent multi-scale nature.
no code implementations • NeurIPS 2021 • Severi Rissanen, Pekka Marttinen
Using deep latent variable models in causal inference has attracted considerable interest recently, but an essential open question is their ability to yield consistent causal estimates.