Population Annealing as a Discrete-Time Schr"odinger Bridge
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Abstract (arXiv)
We present a theoretical framework that reinterprets Population Annealing (PA) through the lens of the discrete-time Schr"odinger Bridge (SB) problem. We demonstrate that the heuristic reweighting step in PA is derived by analytically solving the Schr"odinger system without iterative computation via instantaneous projection. In addition, we identify the thermodynamic work as the optimal control potential that solves the global variational problem on path space. This perspective unifies non-equilibrium thermodynamics with the geometric framework of optimal transport, interpreting the Jarzynski equality as a consistency condition within the Donsker-Varadhan variational principle, and elucidates the thermodynamic optimality of PA.
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References · 4
- 2018Computational Optimal Transportcited by 780
- 2013A survey of the Schr"odinger problem and some of its connections with optimal transportcited by 292
- 2015Mathematical understanding of detailed balance condition violation and its application to Langevin dynamicscited by 3
- 2024Sch"odinger Bridge Type Diffusion Models as an Extension of Variational Autoencoderscited by 2
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