Open-source alternatives to CSSL

Official implementation of the Averaged Gradient Episodic Memory (A-GEM) in Tensorflow

Continuum Learning with GEM: Gradient Episodic Memory

Code to accompany our paper "Continual Learning Through Synaptic Intelligence" ICML 2017

Learning to Prompt (L2P) for Continual Learning @ CVPR22 and DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ ECCV22

Steven C. Y. Hung, Cheng-Hao Tu, Cheng-En Wu, Chien-Hung Chen, Yi-Ming Chan, and Chu-Song Chen, "Compacting, Picking and Growing for Unforgetting Continual Learning," Thirty-third Conference on Neural Information Processing Systems, NeurIPS 2019

Steven C. Y. Hung, Jia-Hong Lee, Timmy S. T. Wan, Chein-Hung Chen, Yi-Ming Chan and Chu-Song Chen. "Increasingly Packing Multiple Facial-Informatics Modules in A Unified Deep-Learning Model via Lifelong Learning" 2019 ACM on International Conference on Multimedia Retrieval

Overcoming catastrophic forgetting with hard attention to the task

This repository is the official implementation of

This repository is the official implementation of Multi-Head Model for Continual Learning via Out-of-Distribution Replay (MORE)

PyTorch implementation of "Continual Learning with Deep Generative Replay", NIPS 2017

Repository for the Learning without Forgetting paper, ECCV 2016

Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.

Memory Aware Synapses method implementation code

Tensorflow and Theano Lasagne codes for the paper https://arxiv.org/abs/1611.07725

A Neuromodulated Meta-Learning algorithm

Code for NeurIPS 2020 Paper --- Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks

PyContinual (An Easy and Extendible Framework for Continual Learning)