2 papers
astro-ph.CO2026
Cosmological Analysis with Calibrated Neural Quantile Estimation and Approximate Simulators
He Jia
A major challenge in extracting information from current and upcoming surveys of cosmological Large-Scale Structure (LSS) is the limited availability of computationally expensive h…
stat.ML2024
Simulation-Based Inference with Quantile Regression
He Jia
We present Neural Quantile Estimation (NQE), a novel Simulation-Based Inference (SBI) method based on conditional quantile regression. NQE autoregressively learns individual one di…