Learning Robust Statistics for Simulation-Based Inference Under Model Misspecification (Huang et al., Neurips 2023)
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May 26, 2026 - Jupyter Notebook
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neural-posterior-estimation
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Reproducible code, data and figures for the MSc thesis on neural posterior estimation for earthquake impacts.
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Sep 18, 2026 - Python
SBI Hackathon in January 2026
python machine-learning deep-neural-networks deep-learning hackathon inference pytorch inferential-statistics bayesian-inference sbi simulation-based-inference likelihood-estimation neural-posterior-estimation
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Jan 21, 2026 - Jupyter Notebook
machine-learning deep-learning master-thesis pytorch bayesian-inference probabilistic-modeling jax vehicle-dynamics simulation-based-inference neural-posterior-estimation
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Aug 4, 2026 - Jupyter Notebook
Simulation-based inference of Leaky Integrate-and-Fire neuron parameters using BayesFlow and neural posterior estimation.
python deep-learning keras computational-neuroscience parameter-estimation bayesian-inference normalizing-flows leaky-integrate-and-fire-neuron jax simulation-based-inference bayesflow neural-posterior-estimation
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Jul 13, 2026 - Jupyter Notebook
Misspecification benchmark for amortized neural X-ray spectral fitting: three detection checks, a gain-marginalized retrain and a nested-sampling cross-check. Code for arXiv:2606.17098.
pytorch astrophysics nested-sampling xmm-newton x-ray-astronomy simulation-based-inference spectral-fitting neural-posterior-estimation
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Sep 13, 2026 - Python
Simulation-Based Inference for Vehicle Crash Reconstruction using Ammortized Neural Posterior Estimation
inference dataset-generation simulation-based-inference vehicular-accidents ammortization rigid-body-phyics ai-modelling neural-posterior-estimation
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Jun 4, 2026 - Jupyter Notebook
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