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stat.ML2024
Statistical Inference in Classification of High-dimensional Gaussian Mixture
Hanwen Huang, Peng Zeng
We consider the classification problem of a high-dimensional mixture of two Gaussians with general covariance matrices. Using the replica method from statistical physics, we invest…
stat.ML2024
Schrödinger bridge based deep conditional generative learning
Hanwen Huang
Conditional generative models represent a significant advancement in the field of machine learning, allowing for the controlled synthesis of data by incorporating additional inform…
stat.CO2024★ 1 cited
One-step data-driven generative model via Schrödinger Bridge
Hanwen Huang
Generating samples from a probability distribution is a fundamental task in machine learning and statistics. This article proposes a novel scheme for sampling from a distribution f…