.. _News:
News
=======

* [2024-07]🌟 Check out our `rigorous and unified <https://arxiv.org/abs/2302.03648>`_ survey about class-incremental learning, which introduces some memory-agnostic measures with holistic evaluations from multiple aspects (TPAMI 2024)!
* [2024-06]🌟 Check out our `work about all-layer margin in class-incremental learning <https://openreview.net/forum?id=aksdU1KOpT>`_ (ICML 2024)!
* [2024-03]🌟 Check out our `latest work <https://arxiv.org/abs/2403.12030>`_ on pre-trained model-based class-incremental learning (CVPR 2024)!
* [2024-01]🌟 Check out our `latest survey <https://arxiv.org/abs/2401.16386>`_ on pre-trained model-based continual learning (IJCAI 2024)!
* [2023-09]🌟 We have released `PILOT <https://github.com/sun-hailong/LAMDA-PILOT>`_ toolbox for class-incremental learning with pre-trained models. Have a try!
* [2023-07]🌟 Add `MEMO <https://openreview.net/forum?id=S07feAlQHgM>`_, `BEEF <https://openreview.net/forum?id=iP77_axu0h3>`_, and `SimpleCIL <https://arxiv.org/abs/2303.07338>`_. State-of-the-art methods of 2023!
* [2023-05]🌟 Check out our recent work about `class-incremental learning with vision-language models <https://arxiv.org/abs/2305.19270>`_!
* [2022-12]🌟 Add FrTrIL, PASS, IL2A, and SSRE.
* [2022-10]🌟 PyCIL has been published in `SCIENCE CHINA Information Sciences <https://link.springer.com/article/10.1007/s11432-022-3600-y>`_. Check out the `official introduction <https://mp.weixin.qq.com/s/h1qu2LpdvjeHAPLOnG478A>`_!
* [2022-08]🌟 Add RMM.
* [2022-07]🌟 Add `FOSTER <https://arxiv.org/abs/2204.04662>`_. State-of-the-art method with a single backbone!
* [2021-12]🌟 Call For Feedback: We add a section to introduce awesome works using PyCIL. If you are using PyCIL to publish your work in top-tier conferences/journals, feel free to contact us for details!
* [2021-12]🌟 As team members are committed to other projects and in light of the intense demands of code reviews, we will prioritize reviewing algorithms that have explicitly cited and implemented methods from our toolbox paper in their publications. Please read the PR policy before submitting your code.