Research map / Probabilistic and scientific modeling / Uncertainty and Gaussian processes
Robust Neural Posterior Estimation and Statistical Model Criticism
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| replace NPE with RNPE (spike-and-slab error model, denoising) | NPE · SIR beta | MSE: 1.10 -> 0.13 | Helped |
| replace NPE with RNPE | NPE · Gaussian mu | MSE: 0.17 -> 0.02 | Helped |
| replace NPE with RNPE | NPE · CS lambda_d | MSE: 1.92 -> 1.21 | Helped |
| replace NPE with RNPE | NPE · Gaussian Linear | MSE: 0.75 -> 0.70 | No clear effect |
| replace NPE with RNPE | NPE · CS lambda_c | MSE: 0.12 -> 0.13 | No clear effect |
| explicitly denoise with learned q(x) (RNPE) instead of adding the error model inside the simulator (NNPE) | NNPE · misspecified tasks, log prob of true parameters | log probability of true parameters | Helped |
| replace NPE with RNPE | NPE · misspecified tasks, coverage | posterior coverage | Helped |
| use RNPE on a well-specified simulator | NPE · well-specified tasks | log probability of true parameters | Hurt |
Closest papers by meaning
- Learning Robust Statistics for Simulation-based Inference under Model Misspecification (NeurIPS 2023 · similarity 0.91)
- Addressing Misspecification in Simulation-based Inference through Data-driven Calibration (ICML 2025 · similarity 0.90)
- CoLT: The conditional localization test for assessing the accuracy of neural posterior estimates (NeurIPS 2025 · similarity 0.88)
- Compositional simulation-based inference for time series (ICLR 2025 · similarity 0.87)
- Sequential Neural Score Estimation: Likelihood-Free Inference with Conditional Score Based Diffusion Models (ICML 2024 · similarity 0.87)
- Effortless, Simulation-Efficient Bayesian Inference using Tabular Foundation Models (NeurIPS 2025 · similarity 0.87)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.