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Automated Model Inference from Neural Dynamics for a Mechanistic Understanding of Cognition

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Flexible and efficient simulation-based inference for models of decision-making (opens in new window)

Author(s): Jan Boelts, Jan-Matthis Lueckmann, Richard Gao, Jakob H Macke
Published in: eLife, 2022, ISSN 2050-084X
Publisher: eLife Sciences Publications
DOI: 10.7554/elife.77220

Simulation-based inference for efficient identification of generative models in computational connectomics (opens in new window)

Author(s): Jan Boelts, Philipp Harth, Richard Gao, Daniel Udvary, Felipe Yáñez, Daniel Baum, Hans-Christian Hege, Marcel Oberlaender, Jakob H. Macke
Published in: biorxiv, 2023, ISSN 2692-8205
Publisher: CSHL
DOI: 10.1101/2023.01.31.526269

Generating realistic neurophysiological time series with denoising diffusion probabilistic models (opens in new window)

Author(s): Julius Vetter, Jakob Macke, Richard Gao
Published in: biorxiv, 2023
Publisher: Cold Spring Harbor Laboratory
DOI: 10.1101/2023.07.12.548657

Generalized Bayesian Inference for Scientific Simulators via Amortized Cost Estimation (opens in new window)

Author(s): Richard Gao, Michael Deistler, Jakob Macke
Published in: arXiv, 2023
Publisher: arXiv
DOI: 10.48550/arxiv.2305.15208

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