gebob19/REPTILE-Metalearning

Full implementation and re-production of the meta-learning algorithm REPTILE

REPTILE

Paper to Implement:

“On First-Order Meta-Learning Algorithms” - Reptile

• Paper: https://arxiv.org/pdf/1803.02999.pdf
• Blog Post: https://openai.com/blog/reptile/
• Code: https://github.com/openai/supervised-reptile

Related Papers:

MAML (parent paper)

• Paper: https://arxiv.org/pdf/1703.03400.pdf
• Code: https://github.com/cbfinn/maml

HOW TO TRAIN YOUR MAML (training improvements to MAML)

• Paper: https://arxiv.org/pdf/1810.09502.pdf
• Code: https://github.com/AntreasAntoniou/HowToTrainYourMAMLPytorch

Meta-Dataset: A Dataset of Datasets for Learning to Learn from Few Examples (new dataset & new MAML type)

• Paper: https://arxiv.org/pdf/1903.03096.pdf
• Code: https://github.com/google-research/meta-dataset