catastrophic-forgetting

RaptorMai/online-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).

ZixuanKe/PyContinual

PyContinual (An Easy and Extendible Framework for Continual Learning)

UIC-Liu-Lab/ContinualLM

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

zhoudw-zdw/CIL_Survey

The code repository for "Deep Class-Incremental Learning: A Survey" in PyTorch.

EnnengYang/Awesome-Forgetting-in-Deep-Learning

A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. arXiv:2307.09218.

zhoudw-zdw/CVPR22-Fact

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

zhoudw-zdw/RevisitingCIL

The code repository for "Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need" in PyTorch.

imirzadeh/stable-continual-learning

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

LTTM/IL-SemSegm

Code for the paper "Incremental Learning Techniques for Semantic Segmentation", Michieli U. and Zanuttigh P., ICCVW, 2019

h3lio5/episodic-lifelong-learning

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

wannabeOG/MAS-PyTorch

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

fajieyuan/SIGIR2021_Conure

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

UIC-Liu-Lab/CPT

[EMNLP 2022] Continual Training of Language Models for Few-Shot Learning

mccaffary/continual-learning

Repository of continual learning papers

wangkiw/ICLR23-MEMO

The code repository for "A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning" (ICLR'23) in PyTorch

csiro-robotics/InCloud

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

liyu95/SupportNet

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

wannabeOG/ExpertNet-Pytorch

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

zhoudw-zdw/TPAMI-Limit

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

theo2021/OnDA

Source code for "Online Unsupervised Domain Adaptation for Semantic Segmentation in Ever-Changing Conditions", ECCV 2022. This is the code has been implemented to perform training and evaluation of UDA approaches in continuous scenarios. The library has been implemented in PyTorch 1.7.1. Some newer versions should work as well.

Zeta36/random-memory-adaptation

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

ZixuanKe/LifelongSentClass

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

ZixuanKe/CAT

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

fajieyuan/universal_user_representation

papers of universal user representation learning for recommendation

OpenMatch/ANCE-Tele

Code and data of the EMNLP 2022 Main Conference paper "Reduce Catastrophic Forgetting of Dense Retrieval Training with Teleportation Negatives".

ema-marconato/NeSy-CL

Codebase for Neuro-Symbolic Continual Learning.

thuyngch/Overcoming-Catastrophic-Forgetting

An implementation of the paper "Overcoming catastrophic forgetting in neural networks" (DeepMind, 2016), using Pytorch framework.

msrocean/continual-learning-malware

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).

zhoudw-zdw/MM21-Coil

The code repository for "Co-Transport for Class-Incremental Learning" (ACM MM'21) in PyTorch.

qlan3/MeDQN

The official implementation of MeDQN algorithm.

lshug/Continual-Keras

Keras-based framework for implementing continual learning methods.

Pervasive-AI-Lab/ContinualLearning-EchoStateNetworks

Continual Learning with Echo State Networks experiments

GhadaSokar/SpaceNet

Implementation for the paper "SpaceNet: Make Free Space For Continual Learning" in PyTorch.

srvCodes/clap4clip

rezaakb/peft-vit

Parameter Efficient Fine-tuning of Self-supervised ViTs without Catastrophic Forgetting