Aeon-sol continual learning

Hlo everyone GitHub - sammadaan/AEON-SOL-Research: “Research paper: AEON-SOL – Adaptive Episodic Organization Networks for Self-Organizing Lifelong Learning.”
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AEON-SOL is a continual learning framework that combines neuroscience-inspired adaptive consolidation with practical implementability.
It addresses catastrophic forgetting through three core mechanisms:

Valence-gated dual-loop architecture
Counterfactual credit assignment
Memory-constrained learning
Our experiments demonstrate an 87% reduction in catastrophic forgetting with 94.2% average accuracy on sequential classification tasks.

Hope you will like it and please give me review