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Delaunoy, Arnaud

  1. 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
  2. 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)
  3. 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)
  4. 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)
  5. 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