technique

MAML (Model-Agnostic Meta-Learning)

techniqueactivemaml-model-agnostic-meta-learning--964b7fbc·1 events·first seen 28d ago

Aliases: MAML (Model-Agnostic Meta-Learning)

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More like this (12)

MAML meta-learning First-Order MAML Meta AI Meta AI (FAIR)Meta-Learning for Compositionality Multimodal Large Language Models OpenML AnyLanguageModel Learning with Opponent-Learning Awareness (LOLA)Reinforcement Learning Multi-head Latent Attention (MLA)

Recent events (1)

5Openai Blog·28d ago·source ↗

On First-Order Meta-Learning Algorithms

OpenAI published research on first-order meta-learning algorithms, presenting simplified variants of MAML (Model-Agnostic Meta-Learning) that omit second-order derivatives while retaining competitive performance. The work demonstrates that first-order approximations are surprisingly effective for few-shot learning tasks. This contributed to the broader understanding of gradient-based meta-learning efficiency and scalability.

Alignment and RLHF First-Order MAML OpenAI MAML (Model-Agnostic Meta-Learning)+1 more