Emanuel Sommer

According to our database, Emanuel Sommer authored at least 3 papers between 2024 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

Microcanonical Langevin Ensembles: Advancing the Sampling of Bayesian Neural Networks.

Emanuel Sommer, Jakob Robnik, Giorgi Nozadze, Uros Seljak, David Rügamer

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

Paths and Ambient Spaces in Neural Loss Landscapes.

Daniel Dold, Julius Kobialka, Nicolai Palm, Emanuel Sommer, David Rügamer, Oliver Dürr

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2025

2024

Connecting the Dots: Is Mode-Connectedness the Key to Feasible Sample-Based Inference in Bayesian Neural Networks?

Emanuel Sommer, Lisa Wimmer, Theodore Papamarkou, Ludwig Bothmann, Bernd Bischl, David Rügamer

Proceedings of the Forty-first International Conference on Machine Learning, 2024