OPEN AI Reptile: A scalable meta-learning algorithm

Post Reply
admin
Site Admin
Articles: 0
Posts: 1162
Joined: Sat May 02, 2026 10:05 am

OPEN AI Reptile: A scalable meta-learning algorithm

Post by admin »

We’ve developed a simple meta-learning algorithm called Reptile which works by repeatedly sampling a task, performing stochastic gradient descent on it, and updating the initial parameters towards the final parameters learned on that task. Reptile is the application of the Shortest Descent algorithm to the meta-learning setting, and is mathematically similar to first-order MAML (which is a version of the well-known MAML algorithm) that only needs black-box access to an optimizer such as SGD or Adam, with similar computational efficiency and performance.

Source: https://openai.com/index/reptile
Post Reply