Open-source alternatives to GACL

Learnable drift compensation (LDC) reduces semantic drift in continual learning using a trainable projector to map between tasks.

ECCV2024 Official implementation of OpenDistill3D.

General Continual Learning Toolkits with FlyPrompt

Official Pytorch Implementation of BARM:

#Example Running Script

python mainprol.py cifar100prol --batch-size 10 --numtasks 10 --data-path ./localdatasets/ --seed 1993 --lr 0.05 --epochs 1 --length 5

Repository for the paper: "TiC-LM: A Web-Scale Benchmark for Time-Continual LLM Pretraining" ACL Oral 2025

Implementation of Mecoin for graph few-shot incremental learning , in Pytorch.

NeurIPS 2025 MiN: Mixture of Noise for Pre-Trained Model-Based Class-Incremental Learning

An Extendible (General) Continual Learning Framework based on Pytorch - official codebase of Dark Experience for General Continual Learning

The code implementation of Continual Churn Approximation Reduction (C-CHAIN) for ICML 2025 paper "Mitigating Plasticity Loss in Continual RL by Reducing Churn"

https://github.com/user-attachments/assets/3ee4d1fc-fe38-4f45-a1d1-73c8c4ac3885

The official repo for VA-MoE (ICCV2025).

Cifar-10, Cifar-100, MNIST, SVHN datasets can be automatically downloaded with torchvision.datasets; Tiny-Imagenet requires manual downloading.

NeurIPS 2025 Official implementation of "Mitigating Intra- and Inter-modal Forgetting in Continual Learning of Unified Multimodal Models" by Xiwen Wei, Mustafa Munir, Radu Marculescu

This is an official implementation of our work, Select and Distill: Selective Dual-Teacher Knowledge Transfer for Continual Learning on Vision-Language Models, accepted to ECCV'24

Code base for "Learning Multi-Source and Robust Representations for Continual Learning".

This is the official PyTorch implementation for the paper "Fed-Duet: Dual Expert-Orchestrated Framework for Continual Federated Vision-Language Learning".

This is the official Repository for paper, "Rethinking Continual Learning with Progressive Neural Collapse" (ICLR 2026)

DiffClass: Diffusion-Based Class Incremental Learning

Video-Language Continual Learning Benchmark

Official repository for the ICASSP 2024 paper 'Learning a Low-Rank Feature Representation: Achieving Better Trade-Off between Stability and Plasticity in Continual Learning'.

Continual Generalized Category Discovery:

The Code for "The Lie of the Average: How Class Incremental Learning Evaluation Deceives You?"