EnnengYang / Awesome-Forgetting-in-Deep-LearningView external linksLinks
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. TPAMI, 2024.
☆349Jan 27, 2026Updated 2 weeks ago
Alternatives and similar repositories for Awesome-Forgetting-in-Deep-Learning
Users that are interested in Awesome-Forgetting-in-Deep-Learning are comparing it to the libraries listed below
Sorting:
- A curated list of Continual Learning papers and BibTeX entries☆201Oct 21, 2024Updated last year
- An Incremental Learning, Continual Learning, and Life-Long Learning Repository☆606May 11, 2024Updated last year
- An Extendible (General) Continual Learning Framework based on Pytorch - official codebase of Dark Experience for General Continual Learni…☆780Nov 22, 2025Updated 2 months ago
- PyCIL: A Python Toolbox for Class-Incremental Learning☆1,054Jan 29, 2026Updated 2 weeks ago
- Awesome Incremental Learning☆4,394Jan 29, 2026Updated 2 weeks ago
- Class-Incremental Learning: A Survey (TPAMI 2024)☆278Nov 7, 2024Updated last year
- [CSUR 2025] Continual Learning of Large Language Models: A Comprehensive Survey☆516Dec 23, 2025Updated last month
- Pytorch implementation of: "Continual Semantic Segmentation via Structure Preserving and Projected Feature Alignment", ECCV22☆12Jul 22, 2022Updated 3 years ago
- [CVPR 2024] The code repository for "Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning" in PyTorch.☆81Apr 1, 2025Updated 10 months ago
- Continual Learning papers list, curated by ContinualAI☆689Apr 22, 2024Updated last year
- Existing Literature about Machine Unlearning☆945Aug 29, 2025Updated 5 months ago
- SLCA: Slow Learner with Classifier Alignment for Continual Learning on a Pre-trained Model @ ICCV 2023 **AND** SLCA++: Unleash the Power …☆53Aug 17, 2024Updated last year
- ☆149Dec 7, 2024Updated last year
- Hierarchical Decomposition of Prompt-Based Continual Learning: Rethinking Obscured Sub-optimality (NeurIPS 2023, Spotlight)☆90Nov 15, 2024Updated last year
- [ICLR 2025 Oral🔥] SD-LoRA: Scalable Decoupled Low-Rank Adaptation for Class Incremental Learning☆77Jun 27, 2025Updated 7 months ago
- PyTorch Implementation of Learning to Prompt (L2P) for Continual Learning @ CVPR22☆203Oct 14, 2023Updated 2 years ago
- PyTorch code for the CVPR'23 paper: "CODA-Prompt: COntinual Decomposed Attention-based Prompting for Rehearsal-Free Continual Learning"☆156Oct 5, 2023Updated 2 years ago
- Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.☆560May 26, 2023Updated 2 years ago
- Learning to Prompt (L2P) for Continual Learning @ CVPR22 and DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ …☆473Jul 30, 2024Updated last year
- PyTorch implementation of our NeurIPS 2021 paper "Class-Incremental Learning via Dual Augmentation"☆40Aug 7, 2022Updated 3 years ago
- External Knowledge Injection for CLIP-Based Class-Incremental Learning (ICCV 2025)☆51Nov 19, 2025Updated 2 months ago
- ☆16Feb 8, 2024Updated 2 years ago
- Continual / incremental / lifelong learning methods implemented by PyTorch. Especially the methods based on memory replay.☆53May 8, 2023Updated 2 years ago
- ☆65Sep 29, 2024Updated last year
- [CVPR 2023] Regularizing Second-Order Influences for Continual Learning☆37May 19, 2023Updated 2 years ago
- A list of papers that studies Novel Class Discovery☆515Jan 12, 2026Updated last month
- Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities. ACM Computing Surveys, 2025.☆667Updated this week
- A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), S…☆419May 30, 2023Updated 2 years ago
- PyTorch Implementation of DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ ECCV22☆127Feb 12, 2023Updated 3 years ago
- Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need (IJCV 2024)☆153Aug 25, 2024Updated last year
- [ACM Computing Surveys 2025] This repository collects awesome survey, resource, and paper for Lifelong Learning with Large Language Model…☆161May 30, 2025Updated 8 months ago
- Awesome Machine Unlearning (A Survey of Machine Unlearning)☆931Jan 13, 2026Updated last month
- The official PyTorch implementation of CVPR2025 paper "Language Guided Concept Bottleneck Models for Interpretable Continual Learning"☆31Jun 17, 2025Updated 7 months ago
- Avalanche: an End-to-End Library for Continual Learning based on PyTorch.☆2,022Mar 11, 2025Updated 11 months ago
- The official implementation of the CVPR'2024 work Interference-Free Low-Rank Adaptation for Continual Learning☆103Mar 13, 2025Updated 11 months ago
- Continual Learning in Low-rank Orthogonal Subspaces (NeurIPS'20)☆37Oct 23, 2020Updated 5 years ago
- AdaMerging: Adaptive Model Merging for Multi-Task Learning. ICLR, 2024.☆99Oct 28, 2024Updated last year
- [NeurIPS23 (Spotlight)] "Model Sparsity Can Simplify Machine Unlearning" by Jinghan Jia*, Jiancheng Liu*, Parikshit Ram, Yuguang Yao, Gao…☆83Mar 12, 2024Updated last year
- Empowering Small VLMs to Think with Dynamic Memorization and Exploration☆15Nov 18, 2025Updated 2 months ago