Web: http://arxiv.org/abs/2209.04698

Sept. 15, 2022, 1:11 a.m. | Alexander I. Cowen-Rivers, Philip John Gorinski, Aivar Sootla, Asif Khan, Liu Furui, Jun Wang, Jan Peters, Haitham Bou Ammar

cs.LG updates on arXiv.org arxiv.org

Optimizing combinatorial structures is core to many real-world problems, such
as those encountered in life sciences. For example, one of the crucial steps
involved in antibody design is to find an arrangement of amino acids in a
protein sequence that improves its binding with a pathogen. Combinatorial
optimization of antibodies is difficult due to extremely large search spaces
and non-linear objectives. Even for modest antibody design problems, where
proteins have a sequence length of eleven, we are faced with searching …

arxiv design q-learning

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