#计算机科学#PyTorch implementation of various methods for continual learning (XdG, EWC, SI, LwF, FROMP, DGR, BI-R, ER, A-GEM, iCaRL, Generative Classifier) in three different scenarios.
Relevant papers in Continual Learning
#计算机科学#Evaluate three types of task shifting with popular continual learning algorithms.
#Awesome#Continual Learning papers list, curated by ContinualAI
#计算机科学#A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), SCR(CVPR21-W) and survey (Neurocomputing).
Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.
Implementation of the variational continual learning method
A list of papers, blogs, datasets and software in the field of lifelong/continual machine learning
#计算机科学#An Extendible (General) Continual Learning Framework based on Pytorch - official codebase of Dark Experience for General Continual Learning
Implementation for the paper "Adversarial Continual Learning" in PyTorch.
#计算机科学#Learning to Prompt (L2P) for Continual Learning @ CVPR22 and DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ ECCV22
An Incremental Learning, Continual Learning, and Life-Long Learning Repository
#计算机科学#Library for automatic retraining and continual learning
Progressive Prompts: Continual Learning for Language Models
Code for the NeurIPS19 paper "Meta-Learning Representations for Continual Learning"
#计算机科学#PyTorch Implementation of Learning to Prompt (L2P) for Continual Learning @ CVPR22
#计算机科学#Continual Learning tutorials and demo running on Google Colaboratory.
#自然语言处理#PyContinual (An Easy and Extendible Framework for Continual Learning)
#计算机科学#🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox
A clean and simple data loading library for Continual Learning
Continual Learning with Echo State Networks experiments
#自然语言处理#An Extensible Continual Learning Framework Focused on Language Models (LMs)
#计算机科学#Avalanche: an End-to-End Library for Continual Learning based on PyTorch.