continual-learning · GitHub Topics

#计算机科学#FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai

federated-learning 机器学习 neural-architecture-search transfer-learning continual-learning semi-supervised-learning 隐私 interpretability 机器视觉

1.96 k

3 年前

ContinualAI / avalanche

#计算机科学#Avalanche: an End-to-End Library for Continual Learning based on PyTorch.

continual-learning 深度学习 PyTorch 框架 benchmarks strategies 监控 evaluation Library training

Python 1.9 k

3 个月前

wangkai930418 / awesome-diffusion-categorized

collection of diffusion model papers categorized by their subareas

diffusion stable-diffusion diffusion-model diffusion-models continual-learning controlnet few-shot image-edit inpainting detection segmentation tracking

1.76 k

4 天前

GMvandeVen / continual-learning

#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.

深度学习 artificial-neural-networks continual-learning incremental-learning replay distillation generative-models variational-autoencoder

Jupyter Notebook 1.72 k

1 个月前

JosephKJ / OWOD

(CVPR 2021 Oral) Open World Object Detection

open-world object-detection contrastive-learning energy-based-model detectron2 incremental-learning continual-learning cvpr2021 cvpr

Python 1.06 k

2 年前

LAMDA-CL / PyCIL

#计算机科学#PyCIL: A Python Toolbox for Class-Incremental Learning

incremental-learning continual-learning 机器学习 reproducible-research 深度学习 PyTorch open-world representation-learning

Python 941

2 个月前

tamlhp / awesome-machine-unlearning

Awesome Machine Unlearning (A Survey of Machine Unlearning)

continual-learning data-privacy gdpr

Jupyter Notebook 841

4 天前

NeuromatchAcademy / course-content-dl

#计算机科学#NMA deep learning course

深度学习 reinforcement-learning-algorithms continual-learning convolutional-neural-networks recurrent-neural-networks transformers

Jupyter Notebook 784

6 天前

aimagelab / mammoth

#计算机科学#An Extendible (General) Continual Learning Framework based on Pytorch - official codebase of Dark Experience for General Continual Learning

PyTorch continual-learning knowledge-distillation 深度学习

Python 688

17 天前

ContinualAI / continual-learning-papers

#Awesome#Continual Learning papers list, curated by ContinualAI

continual-learning Awesome Lists papers online-learning

HTML 639

1 年前

Vision-Intelligence-and-Robots-Group / Best-Incremental-Learning

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

incremental-learning continual-learning

586

1 年前

mmasana / FACIL

#计算机科学#Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.

框架深度学习机器学习 reproducible-research incremental-learning continual-learning survey

Python 551

2 年前

GT-RIPL / Continual-Learning-Benchmark

#计算机科学#Evaluate three types of task shifting with popular continual learning algorithms.

continual-learning incremental-learning 深度学习 artificial-neural-networks

Python 520

4 年前

yaoyao-liu / class-incremental-learning

PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)

continual-learning

Python 466

2 个月前

LAMDA-CL / LAMDA-PILOT

#计算机科学#🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox

机器学习 continual-learning 深度学习 incremental-learning pre-trained-models vision-language-model vision-transformer reproducible-research PyTorch toolkit

Python 451

2 个月前

google-research / l2p

#计算机科学#Learning to Prompt (L2P) for Continual Learning @ CVPR22 and DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ ECCV22

深度学习 continual-learning jax

Python 446

1 年前

Continvvm / continuum

A clean and simple data loading library for Continual Learning

continual-learning incremental-learning online-learning PyTorch dataloader dataset

Python 432

2 年前

EnnengYang / Awesome-Model-Merging-Methods-Theories-Applications

Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities. arXiv:2408.07666.

attack-defense continual-learning ensemble-learning federated-learning generalization generative-model large-language-models model-merging multi-domain-learning multi-task-learning robustness diffusion-models few-shot-learning foundation-models meta-learning transfer-learning zero-shot-learning 大语言模型

432

4 天前

Wang-ML-Lab / llm-continual-learning-survey

#大语言模型#[CSUR 2025] Continual Learning of Large Language Models: A Comprehensive Survey

continual-learning 大语言模型

418

1 个月前

RaptorMai / online-continual-learning

#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 机器视觉深度学习 convolutional-neural-networks incremental-learning

Python 405

2 年前