Continual Learning with Hypernetworks. A continual learning approach that has the flexibility to learn a dedicated set of parameters, fine-tuned for every task, that doesn't require an increase in the number of trainable weights and is robust against catastrophic forgetting.
☆170Apr 11, 2022Updated 3 years ago
Alternatives and similar repositories for hypercl
Users that are interested in hypercl are comparing it to the libraries listed below
Sorting:
- Continual learning of task-specific approximations of the parameter posterior distribution via a shared hypernetwork.☆16Nov 1, 2024Updated last year
- Package for working with hypernetworks in PyTorch.☆132Sep 7, 2023Updated 2 years ago
- Continual Learning in Recurrent Neural Networks☆37Oct 12, 2021Updated 4 years ago
- PyTorch implementation of HyperNetworks (Ha et al., ICLR 2017) for ResNet (Residual Networks)☆280Mar 20, 2021Updated 5 years ago
- ☆69Dec 10, 2021Updated 4 years ago
- ☆54Nov 22, 2019Updated 6 years ago
- PyTorch implementation of various methods for continual learning (XdG, EWC, SI, LwF, FROMP, DGR, BI-R, ER, A-GEM, iCaRL, Generative Class…☆1,834Nov 5, 2025Updated 4 months ago
- Relevant papers in Continual Learning☆740Jul 25, 2023Updated 2 years ago
- Official code for ICLR 2020 paper "A Neural Dirichlet Process Mixture Model for Task-Free Continual Learning."☆101Aug 22, 2020Updated 5 years ago
- Code for Overcoming Catastrophic Forgetting for Continual Learning via Model Adaptation☆21May 7, 2019Updated 6 years ago
- Official implementation of the Averaged Gradient Episodic Memory (A-GEM) in Tensorflow☆208Oct 12, 2021Updated 4 years ago
- Simplified code for our paper "GDumb: A Simple Approach that Questions Our Progress in Continual Learning". Easily extensible to various …☆93Oct 4, 2023Updated 2 years ago
- ☆28Jul 11, 2024Updated last year
- Continual Learning with Gated Incremental Memories for Sequential Data Processing. IJCNN 2020. Continual Learning with Recurrent Neural N…☆15Oct 13, 2021Updated 4 years ago
- Codebase for "Online Continual Learning with Maximally Interfered Retrieval"☆106Dec 8, 2022Updated 3 years ago
- Implementation of the variational continual learning method☆197May 7, 2019Updated 6 years ago
- ☆157Aug 24, 2021Updated 4 years ago
- Easy Hypernetworks in Pytorch and Jax☆106Jan 27, 2023Updated 3 years ago
- Implementation of Bayesian Gradient Descent☆37Oct 3, 2023Updated 2 years ago
- Code for the NeurIPS19 paper "Meta-Learning Representations for Continual Learning"☆205Jul 25, 2024Updated last year
- Continual Learning in Low-rank Orthogonal Subspaces (NeurIPS'20)☆37Oct 23, 2020Updated 5 years ago
- Continuum Learning with GEM: Gradient Episodic Memory☆406Oct 22, 2018Updated 7 years ago
- Avalanche: an End-to-End Library for Continual Learning based on PyTorch.☆2,037Mar 11, 2025Updated last year
- A clean and simple data loading library for Continual Learning☆446Jun 25, 2023Updated 2 years ago
- Fork of the GEM project (https://github.com/facebookresearch/GradientEpisodicMemory) including Meta-Experience Replay (MER) methods from …☆147Mar 29, 2021Updated 4 years ago
- A simple hypernetwork implementation in jax using haiku.☆24Aug 20, 2022Updated 3 years ago
- Awesome Incremental Learning☆4,414Jan 29, 2026Updated last month
- ☆14Jun 8, 2018Updated 7 years ago
- ☆10Mar 14, 2021Updated 5 years ago
- ☆10Mar 8, 2019Updated 7 years ago
- Continual Learning papers list, curated by ContinualAI☆698Apr 22, 2024Updated last year
- An Extendible (General) Continual Learning Framework based on Pytorch - official codebase of Dark Experience for General Continual Learni…☆791Mar 2, 2026Updated 2 weeks ago
- ☆51Feb 10, 2021Updated 5 years ago
- PyTorch implementation of "Continual Learning with Deep Generative Replay", NIPS 2017☆167Nov 1, 2017Updated 8 years ago
- Code for "Online Learned Continual Compression with Adaptive Quantization Modules"☆27Nov 11, 2020Updated 5 years ago
- PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)☆473Apr 10, 2025Updated 11 months ago
- Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase …☆205Jun 3, 2021Updated 4 years ago
- A tensorlayer implementation of LifeLong Gan☆16Jan 13, 2020Updated 6 years ago
- Modular and intuitive Hypernetworks in Pytorch☆41Dec 6, 2023Updated 2 years ago