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ContinualAI

9 indexed repositories · View on GitHub

avalanche
Avalanche: an End-to-End Library for Continual Learning based on PyTorch.

Python · 2090 stars
continual-learning-papers
Continual Learning papers list, curated by ContinualAI

HTML · 735 stars
colab
Continual Learning tutorials and demo running on Google Colaboratory.

Jupyter Notebook · 359 stars
continual-learning-baselines
Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and o...

Python · 358 stars
avalanche-rl
Avalanche fork adding RL support

Python · 85 stars
wiki
ContinualAI Wiki: a collaborative wiki on Continual/Lifelong Machine Learning

49 stars
clvision-challenge-2022
CVPR 2022 Continual Learning in Computer Vision Workshop Challenge

Python · 27 stars
clvision-challenge-2024
5th CLVISION workshop at CVPR: repo for the challenge

Python · 19 stars
CLAI_unconf
Website for ContinualAI Unconference

JavaScript · 2 stars

Open All

range of submit file Open

ContinualAI/clvision-challenge-2024#11 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
What happen if the submitted strategy is over the max training time? Open

ContinualAI/clvision-challenge-2024#12 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add Features statistics in Tensorboard Open

Evaluation Feature - Low Priority good first issue

ContinualAI/avalanche#75 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add MiniImagenet to the Benchmarks Open

Benchmarks Feature - Medium Priority

ContinualAI/avalanche#154 · 8 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Add (Diaz-Rodriguez, 2018) metrics: A, MS, SSS, CE, CLscore & CLstability Open

Evaluation Feature - Low Priority good first issue

ContinualAI/avalanche#213 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add YASS baseline Open

Feature - Medium Priority Training

ContinualAI/avalanche#274 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Incremental classification strategy and best practices Open

Feature - Low Priority Training

ContinualAI/avalanche#329 · 0 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
Unbalanced Steps Sizes Option for Benchmarks Generators Open

Benchmarks Feature - Low Priority good first issue

ContinualAI/avalanche#331 · 2 comments · 2 reactions · 0 assignees · Indexed Sep 15, 2026
Add Task Descriptors, not only Task Labels Open

Benchmarks Feature - Low Priority

ContinualAI/avalanche#371 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Multi-Run Support for Avalanche Experiments Open

Evaluation Feature - Medium Priority

ContinualAI/avalanche#378 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add Pascal VOC2012 Classic Benchmark Open

Benchmarks Feature - Medium Priority

ContinualAI/avalanche#536 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
CORe50 Dataset and Benchmark Improvements Open

Benchmarks Feature - Low Priority

ContinualAI/avalanche#547 · 1 comment · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Automatic GPU Tests on VPS Open

Continuous integration test

ContinualAI/avalanche#620 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Class order in W&B Confusion matrix Open

Evaluation

ContinualAI/avalanche#641 · 3 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
[BACKWARD INCOMPATIBLE] Plugins and interactions with strategy and arguments Open

Training

ContinualAI/avalanche#659 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
[BACKWARD INCOMPATIBLE] Explicit return values for strategy methods Open

Training

ContinualAI/avalanche#660 · 1 comment · 3 reactions · 0 assignees · Indexed Sep 15, 2026
Define early stopping's patience in terms of number of iterations instead of epochs Open

Training

ContinualAI/avalanche#674 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add IL2M strategy Open

Training

ContinualAI/avalanche#676 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
MB text logging Open

Evaluation logging

ContinualAI/avalanche#690 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add Docker Image in Documentation Open

documentation

ContinualAI/avalanche#710 · 3 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Add the possibility to pretrain on multiple tasks Open

Benchmarks Feature - Low Priority good first issue

ContinualAI/avalanche#743 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
FIX tests to work with IncrementalClassifier and MultiHead Open

bug Feature - High Priority Training

ContinualAI/avalanche#748 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Task confusion matrix Open

Evaluation

ContinualAI/avalanche#768 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Cannot use checkpoint.WeightCheckpoint in evaluation metrics Open

bug Evaluation Feature - High Priority logging

ContinualAI/avalanche#784 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Implement task descriptor Module Open

Feature - Low Priority models

ContinualAI/avalanche#793 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Omniglot dataset using MLP model got shape error during training. Open

bug

ContinualAI/avalanche#805 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Move synaptic intelligence out of alpha stage Open

ContinualAI/avalanche#824 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
VOCSegmentation - Unsupported dataset when creating a scenario Open

Benchmarks bug

ContinualAI/avalanche#826 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Feature request: Add an option to preload the dataset into GPU Open

ContinualAI/avalanche#839 · 3 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
Support distributed training with torch.nn.DataParallel() Open

core

ContinualAI/avalanche#850 · 5 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Examples in the documentation Open

documentation Feature - Medium Priority good first issue help wanted

ContinualAI/avalanche#886 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Using validation set for early stopping Open

bug Evaluation good first issue

ContinualAI/avalanche#904 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Multiple buffer resize calls made in ParametricBuffer Open

Feature - Low Priority Training

ContinualAI/avalanche#918 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add a plugin to manage the weight importance computation and penalization to the loss Open

Feature - Low Priority Training

ContinualAI/avalanche#953 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Tensor labels unexpected behaviour storage policies Open

bug Feature - High Priority Training

ContinualAI/avalanche#994 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
How to run programs on multiple GPUs？ Open

bug

ContinualAI/avalanche#1003 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add a method to initialize dynamic modules from state_dict Open

Feature - Medium Priority good first issue models

ContinualAI/avalanche#1119 · 4 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
make transformation_group immutable objects Open

Benchmarks Feature - Low Priority

ContinualAI/avalanche#1147 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Convert experience ID to string Open

Benchmarks Evaluation Feature - Low Priority

ContinualAI/avalanche#1157 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Support initialization of strategy plugins from precomputed state (e.g. Fisher Importances in EWC, Teacher in LwF) Open

Feature - Low Priority Training

ContinualAI/avalanche#1165 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Synaptic Intelligence implementation differs from the paper. Open

Feature - Medium Priority Training

ContinualAI/avalanche#1226 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Clarification of the arrangement of the Tensor Benchmark Generator Open

ContinualAI/avalanche#1271 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
remove benchmarks `reproducibility_data` Open

Benchmarks good first issue

ContinualAI/avalanche#1273 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
[doc] List of available algorithms from recent literature Open

documentation

ContinualAI/avalanche#1292 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
feature request: create dataloader for all experiences combined into a single stream without task boundaries Open

ContinualAI/avalanche#1305 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
feature request: support gradually changing distributions Open

Feature - Medium Priority

ContinualAI/avalanche#1306 · 5 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Port distributed training support from existing PR Open

ContinualAI/avalanche#1315 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Meta-BGD strategy Open

Feature - Medium Priority

ContinualAI/avalanche#1319 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
feature request: semi-supervised, unsupervised, and novelty detection common benchmarks Open

Benchmarks Feature - Medium Priority Training

ContinualAI/avalanche#1329 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Forgetting measure does not work in online scenarios Open

bug

ContinualAI/avalanche#1343 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026

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