2 papers
stat.ME2025
Likelihood-Free Adaptive Bayesian Inference via Nonparametric Distribution Matching
Wenhui Sophia Lu, Wing Hung Wong
When the likelihood is analytically unavailable and computationally intractable, approximate Bayesian computation (ABC) has emerged as a widely used methodology for approximate pos…
stat.ML2025
Efficient Generative Modeling via Penalized Optimal Transport Network
Wenhui Sophia Lu, Chenyang Zhong, Wing Hung Wong
The generation of synthetic data with distributions that faithfully emulate the underlying data-generating mechanism holds paramount significance. Wasserstein Generative Adversaria…