Julia Linhart
- Simulation-Based Inference: A Practical Guide
2025/08/18 by Michael Deistler, Deistler, Michael, Jan Boelts +25 · 3 voices · 11 citations
#stat.ML #cs.LG
- sbi reloaded: a toolkit for simulation-based inference workflows
2024/11/26 by Jan Boelts, Michael Deistler, Boelts, Jan +63 · 15 citations
Decision Sciences · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Scientific Computing and Data Management #Simulation Techniques and Applications
- L-C2ST: Local Diagnostics for Posterior Approximations in Simulation-Based Inference
2023/06/06 by Julia Linhart, Alexandre Gramfort, Linhart, Julia +3 · 3 citations
Computer Science · #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Biological sciences #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Neurons and Cognition (q-bio.NC)
- Diffusion posterior sampling for simulation-based inference in tall data settings
2024/04/11 by Julia Linhart, Gabriel Victorino Cardoso, Linhart, Julia +7 · 4 citations
Computer Science · Mathematics · Physics and Astronomy · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Methodology (stat.ME) #Model Reduction and Neural Networks
- Validation Diagnostics for SBI algorithms based on Normalizing Flows
2022/11/17 by Julia Linhart, Linhart, Julia, Alexandre Gramfort +3 · 1 citation
Engineering · Materials Science · #Advanced Memory and Neural Computing #Artificial Intelligence (cs.AI) #FOS: Biological sciences #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Materials Science #Quantitative Methods (q-bio.QM)