2 papers
cs.LG2025
Graph Neural Network-Based Reinforcement Learning for Controlling Biological Networks - the GATTACA Framework
Andrzej Mizera, Jakub Zarzycki
Cellular reprogramming, the artificial transformation of one cell type into another, has been attracting increasing research attention due to its therapeutic potential for complex…
cs.LG2024
Deep Reinforcement Learning for Controlled Traversing of the Attractor Landscape of Boolean Models in the Context of Cellular Reprogramming
Andrzej Mizera, Jakub Zarzycki
Cellular reprogramming can be used for both the prevention and cure of different diseases. However, the efficiency of discovering reprogramming strategies with classical wet-lab ex…