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Noisy Dynamical Systems Evolve Error Correcting Codes and Modularity

Trevor McCourt^1,2,*, Ila R. Fiete^3,4, and Isaac L. Chuang^1,5,2

¹Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA
²The NSF AI Institute for Artificial Intelligence and Fundamental Interactions, Cambridge, Massachusetts 02139, USA
³Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
⁴McGovern Institute for Brain Research, Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA
⁵Department of Physics, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, USA

^*Contact author: tmccourt@mit.edu

Modular Connectivity in Neural Networks Emerges from Poisson Noise-Motivated Regularization and Promotes Robustness and Compositional Generalization

Daoyuan Qian, Qiyao Liang, and Ila Fiete

PRX Life 4 033022 (2026)

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