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cs.LG2025
Separating the what and how of compositional computation to enable reuse and continual learning
Haozhe Shan, Sun Minni, Lea Duncker
The ability to continually learn, retain and deploy skills to accomplish goals is a key feature of intelligent and efficient behavior. However, the neural mechanisms facilitating t…
cs.LG2024★ 1 cited
Order parameters and phase transitions of continual learning in deep neural networks
Haozhe Shan, Qianyi Li, Haim Sompolinsky
Continual learning (CL) enables animals to learn new tasks without erasing prior knowledge. CL in artificial neural networks (NNs) is challenging due to catastrophic forgetting, wh…