2 papers
cs.LG2024
Correlational Lagrangian Schrödinger Bridge: Learning Dynamics with Population-Level Regularization
Yuning You, Ruida Zhou, Yang Shen
Accurate modeling of system dynamics holds intriguing potential in broad scientific fields including cytodynamics and fluid mechanics. This task often presents significant challeng…
cs.LG2024
From Function to Distribution Modeling: A PAC-Generative Approach to Offline Optimization
Qiang Zhang, Ruida Zhou, Yang Shen +1
This paper considers the problem of offline optimization, where the objective function is unknown except for a collection of ``offline" data examples. While recent years have seen…