floodsung/Meta-Learning-Papers resource

Health v2 · maintenance only

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Adoption not part of the score

2656 stars · 473 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A curated reading list of academic papers on meta-learning, learning to learn, one-shot learning, few-shot learning, and lifelong learning. It organizes foundational and modern research papers into categories for researchers studying the field.

Use cases

• find papers on meta-learning
• learn about few-shot learning research
• get a reading list for learning to learn
• survey one-shot learning literature
• find foundational meta-learning papers for a literature review

When to choose

• you need a curated bibliography of meta-learning research
• you are starting research in few-shot or one-shot learning
• you want historical papers on learning-to-learn

When to avoid

• you need runnable code or implementations
• you want tutorials or beginner explanations rather than papers
• you need up-to-date coverage of recent research

Facets

learning-resource · maturity maintenance

documentation deep-learning machine-learning artificial-intelligence tutorials cross-platform meta-learning few-shot-learning one-shot-learning paper-list awesome-list research-papers

Member repositories

For agents

markdown · JSON · MCP: product_card(name="floodsung/Meta-Learning-Papers")