Incremental-Learning-Links

Thesis

• EWC on MNIST florianwiech/incremental-machine-learning: comparative evaluation of incremental machine learning methods

Python Library

• ContinualAI
• Continuum
• Avalanche

Github

• GitHub - Vision-Intelligence-and-Robots-Group/Best-Incremental-Learning
• GitHub - xialeiliu/Awesome-Incremental-Learning
• GitHub - maheshkkumar/Continual-Learning-Papers
• UIC-Liu-Lab/ContinualLM: An Extensible Continual Learning Framework Focused on Language Models (LMs)
• UIC-Liu-Lab/CPT: [EMNLP 2022] Continual Training of Language Models for Few-Shot Learning
• Mattdl/CLsurvey: Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase of "A continual learning survey: Defying forgetting in classification tasks." in IEEE TPAMI.
• CristianMorasso/InceptionTimeXICaRL: Time Series Classification with Continual learning using InceptionTime net and ICaRL
• XinShenNu/AI_DeepBL: Codes and data for "An Active Learning-Based Incremental Deep-Broad Learning Algorithm for Unbalanced Time Series Prediction"
• Wuziyi123/SRII: Class Incremental Learning
• yuhouzhou/incremental-learning-mobile: Master's thesis: Incremental Learning in the Mobile Scenario.
• gabrieletiboni/Incremental-learning-on-CIFAR100: Reproduction of popular methods for class-incremental learning in image recognition and proposal of a new variant.

Course

• Open World Lifelong Learning Course – Summer 2022
• NeurIPS 2022 Tutorial

Page

• Lifelong and Continual Machine Learning

Paper

References