A Critical Look at the Consistency of Causal Estimation with Deep Latent Variable Models. - Severi Rissanen; Pekka Marttinen (NeurIPS, 2021)

A Critical Look At The Identifiability of Causal Effects with Deep Latent Variable Models. - Severi Rissanen; Pekka Marttinen (CoRR, 2021)

Generative Modelling with Inverse Heat Dissipation. - Severi Rissanen; Markus Heinonen; Arno Solin (ICLR, 2023)

Alignment is Key for Applying Diffusion Models to Retrosynthesis. - Najwa Laabid; Severi Rissanen; Markus Heinonen; Arno Solin; Vikas Garg 001 (CoRR, 2024)

Improving Discrete Diffusion Models via Structured Preferential Generation. - Severi Rissanen; Markus Heinonen; Arno Solin (CoRR, 2024)

Equivariant Denoisers Cannot Copy Graphs: Align Your Graph Diffusion Models. - Najwa Laabid; Severi Rissanen; Markus Heinonen; Arno Solin; Vikas Garg 001 (ICLR, 2025)

Free Hunch: Denoiser Covariance Estimation for Diffusion Models Without Extra Costs. - Severi Rissanen; Markus Heinonen; Arno Solin (ICLR, 2025)

Progressive Tempering Sampler with Diffusion. - Severi Rissanen; Ruikang Ouyang; Jiajun He 003; Wenlin Chen; Markus Heinonen; Arno Solin; José Miguel Hernández-Lobato (CoRR, 2025)