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School of Mathematics and Statistics, Fuzhou University, Fuzhou, China()
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Transitioning from Dirac mass initial conditions, this framework achieves robust approximations of Fokker-Planck solutions, even in the face of numerical instabilities.
Escaping the tyranny of Bellman's curse, a new method leverages multi-step transitions to achieve higher-order accuracy in continuous-time policy evaluation, outperforming traditional one-step recursion.
Flow-based offline RL gets a geometric upgrade: Fisher Decorator uses a local transport map to ditch isotropic regularization and unlock state-of-the-art performance.