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Awesome Causal Incremental / Continual / Lifelong Learning

📌 Outline

📕 Paper

2024 | 2023 | 2022 | 2021

👏 Contribute


📕 Paper

2024

  • (COLING 2024) Distilling Causal Effect of Data in Continual Few-shot Relation Learning [paper] [code]
  • (Expert Systems with Applications 2024) Class-incremental learning with causal relational replay [paper] [code]
  • (arXiv 2024) Learning Causal Features for Incremental Object Detection [paper]
  • (arXiv 2024) Balancing the Causal Effects in Class-Incremental Learning [paper]
  • (arXiv 2024) Classifiers are Forgetful! Balancing the Mutual Causal Effects in Class-Incremental Learning [paper]

2023

  • (ACL 2023) Preserving Commonsense Knowledge from Pre-trained Language Models via Causal Inference [paper] [code]
  • (CVPR 2023) Cafeboost: Causal feature boost to eliminate task-induced bias for class incremental learning [paper]
  • (AAAI Bridge Program on Continual Causality 2023) Continual Causality: A Retrospective of the Inaugural AAAI-23 Bridge Program [paper]

2022

  • (EMNLP 2022) Distilling causal effect from miscellaneous other-class for continual named entity recognition [paper] [code]

2021

  • (CVPR 2021) Distilling Causal Effect of Data in Class-Incremental Learning [paper] [code]

👏 Contribute [chinese version]

1. Fork the Repository: Click on the Fork button in the top-right corner to create a copy of the repository in your GitHub account.

2. Create a New Branch: In your forked repository, create a new branch (e.g., "libo") by using the branch selector button near the top-left (usually labeled master or main).

3. Make Your Changes: Switch to your new branch using the same selector. Then, click the Edit file button at the top right and make your changes. Add entries in the following format:

- (**journal/conference_name year**) paper_name [[paper](online_paper_link)] [[code](online_code_link)]

4. Commit Changes: Save your changes by clicking the Commit changes button in the upper-right corner. Enter a commit message (e.g., "add 1 cvpr'24 paper") and an extended description if necessary, then confirm your changes by clicking the Commit changes button again at the bottom right.

5. Create a Pull Request: Go back to your forked repository and click Compare & pull request. Alternatively, select your branch from the branch selector and click Open pull request from the Contribute drop-down menu. Fill out the title and description for your pull request, and click Create pull request to submit it.