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Andrzej Mizera

2 accepted papers

2026

The GATTACA Framework: Graph Neural Network-Based Reinforcement Learning for Controlling Biological Networks

AAAI 2026technical

Cellular reprogramming, the artificial transformation of one cell type into another, has been attracting increasing research attention due to its therapeutic potential for complex diseases. However, identifying effective reprogramming strategies through classical wet-lab experiments is hindered by l

Cited by 0SourcePDFScholar
2024

Benchmarking Structural Inference Methods for Interacting Dynamical Systems with Synthetic Data

NeurIPS 2024poster

Understanding complex dynamical systems begins with identifying their topological structures, which expose the organization of the systems. This requires robust structural inference methods that can deduce structure from observed behavior. However, existing methods are often domain-specific and lack…

Cited by 1SourcePDFScholar