prprbr / awesome-lifelong-continual-learning
A list of papers, blogs, datasets and software in the field of lifelong/continual machine learning
☆291Updated 4 years ago
Alternatives and similar repositories for awesome-lifelong-continual-learning:
Users that are interested in awesome-lifelong-continual-learning are comparing it to the libraries listed below
- Evaluate three types of task shifting with popular continual learning algorithms.☆519Updated 3 years ago
- Relevant papers in Continual Learning☆726Updated last year
- Overcoming catastrophic forgetting with hard attention to the task☆213Updated 6 years ago
- Continuum Learning with GEM: Gradient Episodic Memory☆398Updated 6 years ago
- Unofficial PyTorch implementation of DeepMind's PNAS 2017 paper "Overcoming Catastrophic Forgetting"☆272Updated 7 months ago
- Official implementation of the Averaged Gradient Episodic Memory (A-GEM) in Tensorflow☆203Updated 3 years ago
- Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase …☆201Updated 3 years ago
- A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), S…☆399Updated last year
- A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).☆397Updated last year
- PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)☆467Updated 2 years ago
- Code for the NeurIPS19 paper "Meta-Learning Representations for Continual Learning"☆201Updated 7 months ago
- An implementation of EWC with PyTorch☆245Updated 5 years ago
- Lifelong/Continual Learning Paper List☆154Updated 6 years ago
- ☆255Updated 3 years ago
- A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR…☆234Updated last year
- A classified list of meta learning papers based on realm.☆358Updated 2 years ago
- PyTorch implementation of "Continual Learning with Deep Generative Replay", NIPS 2017☆161Updated 7 years ago
- A clean and simple data loading library for Continual Learning☆427Updated last year
- Learning a Unified Classifier Incrementally via Rebalancing☆188Updated 3 years ago
- Codebase for "Online Fast Adaptation and Knowledge Accumulation: a New Approach to Continual Learning". This is a ServiceNow Research pro…☆105Updated 2 years ago
- Continual Learning with Hypernetworks. A continual learning approach that has the flexibility to learn a dedicated set of parameters, fin…☆163Updated 2 years ago
- Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and o…☆286Updated last year
- Memory Aware Synapses method implementation code☆94Updated 6 years ago
- Fork of the GEM project (https://github.com/facebookresearch/GradientEpisodicMemory) including Meta-Experience Replay (MER) methods from …☆146Updated 3 years ago
- Implementation of the variational continual learning method☆190Updated 5 years ago
- Code for Continual Learning of Context-dependent Processing in Neural Networks☆178Updated 3 years ago
- Continual Learning papers list, curated by ContinualAI☆609Updated 10 months ago
- Official repository for Few-Shot Class-Incremental Learning (FSCIL)☆231Updated 4 years ago
- A curated list of Meta-Learning resources/papers.☆555Updated 4 years ago
- Official code for ICLR 2020 paper "A Neural Dirichlet Process Mixture Model for Task-Free Continual Learning."☆100Updated 4 years ago