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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Mandana Samiei

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Aug 2026

NeuMoSync: End‑to‑End Neuromodulatory Control for Plasticity and Adaptability in Continual Learning

NeuMoSync is introduced, a novel architecture that integrates dynamic, neuron-specific modulation into deep neural networks to enhance their adaptability and plasticity and demonstrates strong performance in retaining plasticity and achieves improvements in both forward and backward adaptation compared with existing me...

Seyed Roozbeh Razavi Rohani, Khashayar Khajavi, Wesley Chung et al. · 0 citations
Preprint Jul 2026

To Retain or to Adapt? Generalizing Continual Learning

This work formalizes CL as an online optimization problem governed by the interaction between environmental and learning dynamics, and introduces Transfer Efficiency as a quantitative measure of the tension between Instability, the bias inherited from conflicting past experience, and Transient Error, the optimization c...

Giulia Lanzillotta, Mandana Samiei, D. Precup et al. · 0 citations

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