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cs.LG2024
Reevaluating Meta-Learning Optimization Algorithms Through Contextual Self-Modulation
Roussel Desmond Nzoyem, David A. W. Barton, Tom Deakin
Contextual Self-Modulation (CSM) (Nzoyem et al., 2025) is a potent regularization mechanism for Neural Context Flows (NCFs) which demonstrates powerful meta-learning on physical sy…
cs.LG2024
Neural Context Flows for Meta-Learning of Dynamical Systems
Roussel Desmond Nzoyem, David A. W. Barton, Tom Deakin
Neural Ordinary Differential Equations (NODEs) often struggle to adapt to new dynamic behaviors caused by parameter changes in the underlying physical system, even when these dynam…