xialeiliu/Awesome-Incremental-Learning resource

Health v2 · maintenance only

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Adoption not part of the score

4513 stars · 628 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

A curated awesome-list of papers, surveys, and code resources on incremental (continual/lifelong) learning in deep learning. It organizes research by topic including class-incremental learning, pre-trained model adaptation, and LLM continual learning.

Use cases

• find survey papers on continual learning
• research catastrophic forgetting mitigation methods
• find code implementations for class-incremental learning
• get started with lifelong learning research
• find papers on continual learning for LLMs
• compare incremental learning approaches for computer vision

When to choose

• you are a researcher or student surveying continual/incremental learning literature
• you need curated links to papers and official code repositories
• you want to track recent surveys on continual learning for LLMs and VLMs

When to avoid

• you need a runnable library or framework rather than a reading list
• you need production tooling for model training
• you need non-ML learning resources

Facets

learning-resource · maturity active

machine-learning deep-learning documentation machine-learning deep-learning tutorials awesome-lists cross-platform awesome-list continual-learning incremental-learning catastrophic-forgetting lifelong-learning papers research

Member repositories

For agents

markdown · JSON · MCP: product_card(name="xialeiliu/Awesome-Incremental-Learning")