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Updated: Sep 11, 2025

Author Spotlight: Experimental Approaches for the Synthesis of Low-Valent Metal-Organic Frameworks from Multitopic Phosphine Linkers
Published on: May 12, 2023
Tango*: constrained synthesis planning using chemically informed value functions
Daniel Armstrong1, Zlatko Jončev1, Jeff Guo1,2
1Ecole Polytechnique Fédérale de Lausanne (EPFL) Lausanne Switzerland daniel.armstrong@epfl.ch philippe.schwaller@epfl.ch.
None:
Computer-aided synthesis planning (CASP) has made significant strides in generating retrosynthetic pathways for simple molecules in a non-constrained fashion. Recent work has introduced specialized bidirectional search algorithms to find synthesis pathways that incorporate pre-selected starting materials, tackling a specific formulation of the starting material-constrained problem. In this work, we introduce a simple guided search-Tango*-which allows solving the starting material-constrained synthesis planning problem using an existing unidirectional search algorithm, Retro*. We show that by optimising a single hyperparameter, Tango* outperforms existing methods in terms of efficiency and solve rate. We also highlight the effectiveness of our computed node cost function in steering synthesis pathways.
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