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GMvandeVen / continual-learning

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PyTorch implementation of various methods for continual learning (XdG, EWC, SI, LwF, FROMP, DGR, BI-R, ER, A-GEM, iCaRL, Generative Classifier) in three different scenarios.

deep-learning artificial-neural-networks replay incremental-learning variational-autoencoder generative-models lifelong-learning distillation continual-learning elastic-weight-consolidation replay-through-feedback icarl gradient-episodic-memory class-incremental-learning task-incremental-learning domain-incremental-learning
  • Updated Mar 21, 2024
  • Jupyter Notebook

Mattdl / CLsurvey

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Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase of "A continual learning survey: Defying forgetting in classification tasks." in IEEE TPAMI.

framework deep-learning neural-networks hat hyperparameter-tuning incremental-learning inaturalist continual-learning elastic-weight-consolidation icarl tinyimagenet tpami classification-tasks gradient-episodic-memory synaptic-intelligence defy-forgetting packnet memory-aware-synapses incremental-moment-matching
  • Updated Jun 3, 2021
  • Python

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