Tobias Bernecker
tobiasbernecker.bsky.social
Tobias Bernecker
@tobiasbernecker.bsky.social
PhD Student in Computer Science @www.helmholtz-munich.de and Technical University of Munich (TUM)
I am happy to share that our paper "Random Walk Diffusion for Efficient Large-Scale Graph Generation", in which we develop a novel approach for efficient generation of large graphs using a diffusion model and a GNN, has been accepted in the Transactions on Machine Learning Research (TMLR) journal.
Random Walk Diffusion for Efficient Large-Scale Graph Generation

Tobias Bernecker, Ghalia Rehawi, Francesco Paolo Casale et al.

Action editor: Gabriel Loaiza-Ganem

https://openreview.net/forum?id=tSFpsfndE7

#graphs #graph #generating
April 18, 2025 at 1:37 PM
Reposted by Tobias Bernecker
Random Walk Diffusion for Efficient Large-Scale Graph Generation

Tobias Bernecker, Ghalia Rehawi, Francesco Paolo Casale et al.

Action editor: Gabriel Loaiza-Ganem

https://openreview.net/forum?id=tSFpsfndE7

#graphs #graph #generating
April 1, 2025 at 4:07 AM
Reposted by Tobias Bernecker
Our first Generative AI paper featuring ArrowDiff is now in out in TMLR! It enables efficient graph generation via Random Walk Diffusion, with therapeutic applications in small molecule and RNA design. Congratulions Tobias and Ghalia for leading this study! openreview.net/forum?id=tSF...
March 12, 2025 at 2:48 PM