Papers matching “simulation-based inference” 27
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Discriminative versus generative approaches to simulation-based inference2025 Machine Learning Science and Technology article Physics and Astronomy Particle physics theoretical and experimental studies Open access
Benjamin Sluijter, Sascha Diefenbacher, W. Bhimji, Benjamin Philip Nachman
3citations -
Simulation-based inference for rapid Bayesian parameter estimation in epidemiological models: a comparison with MCMC2026 arXiv (Cornell University) preprint Mathematics Markov Chains and Monte Carlo Methods Open access
Alina Bazarova, Johann F. Jadebeck, Henrik Zunker, Carolina J. Klett-Tammen, Torben Heinsohn, Wolfgang Wiechert, +2 more
0citations -
Connecting Radio Pulsars, Magnetars, and XDINSs in a Unified Evolutionary Framework Using Simulation-based Inference2026 The Astrophysical Journal article Physics and Astronomy Pulsars and Gravitational Waves Research Open access
M. Ronchi, Celsa Pardo-Araujo, Vanessa Graber, N. Rea, Clara Dehman, Davide De Grandis, +4 more
0citations -
Measuring the thermal and ionization state of the low-z IGM using likelihood free inference2022 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access
Teng Hu, Vikram Khaire, Joseph F. Hennawi, Michael R. Walther, Hector Hiss, Justin Alsing, +3 more
7citations -
Fast and credible likelihood-free cosmology with truncated marginal neural ratio estimation2022 Journal of Cosmology and Astroparticle Physics article Mathematics Markov Chains and Monte Carlo Methods Open access
Alex Cole, B. Miller, Samuel J. Witte, Maxwell Xu Cai, Meiert W. Grootes, Francesco Nattino, +1 more
54citations -
The impact of the WHIM on the IGM thermal state determined from the low-z Lyman α forest2023 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access
Teng Hu, Vikram Khaire, Joseph F. Hennawi, José Oñorbe, Michael R. Walther, Zarija Lukić, +1 more
4citations -
Scalable Method for Bayesian Experimental Design without Integrating over Posterior Distribution2025 SIAM/ASA Journal on Uncertainty Quantification article Decision Sciences Optimal Experimental Design Methods Open access
Truong‐Vinh Hoang, Luis Espath, Sebastian Krumscheid, Raul F. Tempone
0citations -
Performance and Robustness of Parameter Estimation from Phylogenetic Trees Using Neural Networks2024 bioRxiv (Cold Spring Harbor Laboratory) preprint Biochemistry, Genetics and Molecular Biology Genomics and Phylogenetic Studies Open access
Tianjian Qin, Koen J. van Benthem, Luís Valente, Rampal S. Etienne
6citations -
Data from: Parameter estimation from phylogenetic trees using neural networks and ensemble learning2025 University of Groningen research database (University of Groningen / Centre for Information Technology) dataset Earth and Planetary Sciences Evolution and Paleontology Studies Open access
Tianjian Qin, Koen J. van Benthem, Luís Valente, Rampal S. Etienne
0citations -
The Impact of the WHIM on the IGM Thermal State Determined from the Low-$z$ Lyman-$α$ Forest2023 arXiv (Cornell University) preprint Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access
Teng Hu, Vikram Khaire, Joseph F. Hennawi, José Oñorbe, Michael R. Walther, Zarija Lukić, +1 more
2citations