Delaunoy, Arnaud
- A Trust Crisis In Simulation-Based Inference? Your Posterior Approximations Can Be Unfaithful
2021/10/13 by Joeri Hermans, Arnaud Delaunoy, Hermans, Joeri +9 · 8 citations
Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
- Towards Reliable Simulation-Based Inference with Balanced Neural Ratio Estimation
2022/08/29 by Delaunoy, Arnaud, Hermans, Joeri, Rozet, François +2 · 6 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
- Lightning-Fast Gravitational Wave Parameter Inference through Neural Amortization
2020/10/24 by Delaunoy, Arnaud, Wehenkel, Antoine, Hinderer, Tanja +4 · 4 citations
#FOS: Computer and information sciences #FOS: Physical sciences #General Relativity and Quantum Cosmology (gr-qc) #Instrumentation and Methods for Astrophysics (astro-ph.IM) #Machine Learning (cs.LG)
- Balancing Simulation-based Inference for Conservative Posteriors
2023/04/21 by Delaunoy, Arnaud, Miller, Benjamin Kurt, Forré, Patrick +2 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
- Calibrating Neural Simulation-Based Inference with Differentiable Coverage Probability
2023/10/20 by Maciej Falkiewicz, Falkiewicz, Maciej, Naoya Takeishi +11 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms