README_template.md

Continual Learning Papers

Continual Learning papers list, curated by ContinualAI. <PAPER_COUNT>

You can browse the list in this file or interactively on the ContinualAI website.

Join our community on Slack to stay updated with the latest Continual Learning news.
Visit the Continua AI wiki → http://wiki.continualai.org/

Table of contents

Add a new paper
Join the ContinualAI Zotero group

• List of papers
  • Applications
  • Architectural methods
  • Benchmarks
  • Bio-inspired methods
  • Catastrophic Forgetting studies
  • Classics
  • Continual Few-shot learning
  • Continual Meta Learning
  • Continual Reinforcement Learning
  • Continual Sequential Learning
  • Dissertation and theses
  • Generative Replay methods
  • Hybrid methods
  • Meta Continual Learning
  • Metrics and Evaluation
  • Neuroscience
  • Others
  • Regularization methods
  • Rehearsal methods
  • Review papers and books
  • Robotics

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Add a new paper

The list of papers is maintained through a Zotero group. You can join the group and help us keeping it updated (see next section).

If you don't want to join the group, you can simply open a Github issue to suggest us a new paper (or even more than one). We will take care of adding it to the list as soon as possible.

1. Open a new Github issue.

2. Attach your bib file containing the paper you want to include in the list. If you don't have a bib file, just provide us with the link to the paper. The link should point to a location where paper metadata can be appropriately retrieved by common reference managers.

Alternatively, you can submit a Pull Request with a modification to the bibtex files directly!

Join the ContinualAI Zotero group

You can give your contribution to the group by adding new papers or by helping annotating the existing ones.

1. Join our Zotero group

2. To add a new paper

   2.1. Add it to the group folder which best represents the paper contribution. Read some advices below if you are uncertain on this. You can add the paper from your library or directly from the paper webpage through the Zotero web browser plugin.

   2.2 Make sure that at least title, authors, item type and publication are specified. The year must be put inside date field.

   2.3 Also put a link to the paper in the url field.

3. To annotate an existing paper

   3.1. Check the list of existing tags in tags.csv file. If you want to add a new tag, please add it in there and submit a Pull Request.

   3.2. Add your tags in the Tags tab of Zotero. Please, remember to write the tag in square brackets e.g. [mytag]

   3.3. Add your notes in the Notes tab of Zotero.

We will periodically export the bibtex to keep the list updated. In case we forgot, join the ContinualAI Slack and complain about our behavior in the #wiki channel.

Advices to add new papers in Zotero

• Check if the paper already exist by using the Citation Key or the title in Zotero search bar.

• Don't forget to add the publication venue (Journal, Proceedings...). Use publication = arXiv if the paper is a preprint.

• We use a system based on categories. This can sometimes be limiting. In general, please consider to add the paper in the category which you consider the most relevant one. You can add the paper in at most 2 categories, if you believe that both are equally relevant.

• Please, do not add new tags if a similar category already exists.

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List of papers