PyContinual (An Easy and Extendible Framework for Continual Learning)

A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), SCR(CVPR21-W) and an online continual learning survey (Neurocomputing).

An Incremental Learning, Continual Learning, and Life-Long Learning Repository

Class-Incremental Learning: A Survey (TPAMI 2024)

Forward Compatible Few-Shot Class-Incremental Learning (CVPR'22)

Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need (IJCV 2024)

An Extensible Continual Learning Framework Focused on Language Models (LMs)

Towards increasing stability of neural networks for continual learning: https://arxiv.org/abs/2006.06958.pdf (NeurIPS'20)

SupportNet: solving catastrophic forgetting in class incremental learning with support data

Random memory adaptation model inspired by the paper: "Memory-based parameter adaptation (MbPA)"

A PyTorch implementation of the CVPR 2017 publication "Expert Gate: Lifelong Learning with a Network of Experts"

A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. TPAMI, 2024.

[IROS2022] Official repository of InCloud: Incremental Learning for Point Cloud Place Recognition, Published in IROS2022 https://arxiv.org/abs/2203.00807

A PyTorch implementation of the ECCV 2018 publication "Memory Aware Synapses: Learning what (not) to forget"

Implementation of "Episodic Memory in Lifelong Language Learning"(NeurIPS 2019) in Pytorch

Code for ECML/PKDD 2020 Paper --- Continual Learning with Knowledge Transfer for Sentiment Classification

Repository of continual learning papers

The code repository for "Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks" (TPAMI 2023) in PyTorch.

This repository contains code and data of the paper **On the Limitations of Continual Learning for Malware Classification**, accepted to be published at the First Conference on Lifelong Learning Agents (CoLLAs).

Pre-training and Lifelong learning for User Embedding and Recommender System