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stat.ML2021
A Deterministic Sampling Method via Maximum Mean Discrepancy Flow with Adaptive Kernel
Yindong Chen, Yiwei Wang, Lulu Kang +1
We propose a novel deterministic sampling method, EVI-MMD, to approximate a target distribution by minimizing the kernel discrepancy, also known as the Maximum Mean Discrepan…
stat.ML2020★ 16 cited
Particle-based Energetic Variational Inference
Yiwei Wang, Jiuhai Chen, Chun Liu +1
We introduce a new variational inference (VI) framework, called energetic variational inference (EVI). It minimizes the VI objective function based on a prescribed energy-dissipati…