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Highlights of Changes and Improvements

Continual Learning Integration

  • Added Elastic Weight Consolidation (EWC) with Fisher information estimation to protect important weights from overwriting during new tasks.
  • Implemented adaptive synaptic gates that regulate plasticity at the neuron level, inspired by biological metaplasticity.
  • Integrated path integral online importance measures for efficient tracking of weight significance during training.
  • Supported multi-task sequential training enabling scalable lifelong learning.

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