Jan-Matthis Lueckmann

According to our database, Jan-Matthis Lueckmann authored at least 6 papers between 2017 and 2022.

Collaborative distances:

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

2022

Simulation-Based Inference for Neuroscience and Beyond.

Jan-Matthis Lueckmann

PhD thesis, 2022

GATSBI: Generative Adversarial Training for Simulation-Based Inference.

Poornima Ramesh, Jan-Matthis Lueckmann, Jan Boelts, Álvaro Tejero-Cantero, David S. Greenberg, Pedro J. Gonçalves, Jakob H. Macke

Proceedings of the Tenth International Conference on Learning Representations, 2022

2021

Benchmarking Simulation-Based Inference.

Jan-Matthis Lueckmann, Jan Boelts, David S. Greenberg, Pedro J. Gonçalves, Jakob H. Macke

Proceedings of the 24th International Conference on Artificial Intelligence and Statistics, 2021

2020

sbi: A toolkit for simulation-based inference.

Álvaro Tejero-Cantero, Jan Boelts, Michael Deistler, Jan-Matthis Lueckmann, Conor Durkan, Pedro J. Gonçalves, David S. Greenberg, Jakob H. Macke

J. Open Source Softw., 2020

2018

Likelihood-free inference with emulator networks.

Jan-Matthis Lueckmann, Giacomo Bassetto, Theofanis Karaletsos, Jakob H. Macke

Proceedings of the Symposium on Advances in Approximate Bayesian Inference, 2018

2017

Flexible statistical inference for mechanistic models of neural dynamics.

Jan-Matthis Lueckmann, Pedro J. Gonçalves, Giacomo Bassetto, Kaan Öcal, Marcel Nonnenmacher, Jakob H. Macke

Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017