catastrophic-forgetting

Here are 51 public repositories matching this topic...

RaptorMai / online-continual-learning

A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), SCR(CVPR21-W) and an online continual learning survey (Neurocomputing).

computer-vision deep-learning convolutional-neural-networks incremental-learning lifelong-learning continual-learning catastrophic-forgetting online-continual-learning class-incremental-learning incremental-continual-learning

Updated May 30, 2023
Python

ZixuanKe / PyContinual

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PyContinual (An Easy and Extendible Framework for Continual Learning)

natural-language-processing text-classification transfer-learning attention-mechanism knowledge-transfer capsule-network continual-learning catastrophic-forgetting transformer-architecture

Updated Jan 29, 2024
Python

UIC-Liu-Lab / ContinualLM

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An Extensible Continual Learning Framework Focused on Language Models (LMs)

natural-language-processing language-modeling transfer-learning language-model knowledge-transfer continual-learning catastrophic-forgetting transformer-architecture domain-adaptive-pretraining

Updated Jan 28, 2024
Python

zhoudw-zdw / CIL_Survey

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The code repository for "Deep Class-Incremental Learning: A Survey" in PyTorch.

lifelong-learning continual-learning catastrophic-forgetting class-incremental-learning

Updated May 18, 2023
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zhoudw-zdw / CVPR22-Fact

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Forward Compatible Few-Shot Class-Incremental Learning (CVPR'22)

lifelong-learning continual-learning catastrophic-forgetting few-shot-class-incremental-learning class-incremental-learning

Updated Oct 31, 2023
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zhoudw-zdw / RevisitingCIL

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The code repository for "Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need" in PyTorch.

incremental-learning lifelong-learning continual-learning catastrophic-forgetting class-incremental-learning

Updated Nov 1, 2023
Python

imirzadeh / stable-continual-learning

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Towards increasing stability of neural networks for continual learning: https://arxiv.org/abs/2006.06958.pdf (NeurIPS'20)

deep-learning pytorch lifelong-learning continual-learning catastrophic-forgetting

Updated Mar 25, 2023
Python

LTTM / IL-SemSegm

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Code for the paper "Incremental Learning Techniques for Semantic Segmentation", Michieli U. and Zanuttigh P., ICCVW, 2019

semantic-segmentation knowledge-distillation incremental-learning catastrophic-forgetting

Updated Nov 18, 2020
Python

h3lio5 / episodic-lifelong-learning

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Implementation of "Episodic Memory in Lifelong Language Learning"(NeurIPS 2019) in Pytorch

natural-language-processing deep-learning pytorch lifelong-learning continual-learning catastrophic-forgetting nips-paper experience-replay nips-2019

Updated Jun 12, 2023
Python

wannabeOG / MAS-PyTorch

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A PyTorch implementation of the ECCV 2018 publication "Memory Aware Synapses: Learning what (not) to forget"

pytorch incremental-learning lifelong-learning catastrophic-forgetting eccv-2018

Updated Nov 12, 2019
Python

fajieyuan / SIGIR2021_Conure

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Pre-training and Lifelong learning for User Embedding and Recommender System

user-profile transfer-learning general-purpose lifelong-learning user-representation universal-recommender continual-learning catastrophic-forgetting self-supervised-learning one-for-all pre-training lifelong-machine-learning universal-representation foundation-model

Updated Mar 15, 2024
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UIC-Liu-Lab / CPT

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[EMNLP 2022] Continual Training of Language Models for Few-Shot Learning

nlp natural-language-processing transformers language-modeling post-training continual-learning catastrophic-forgetting few-shot-learning

Updated Feb 13, 2023
Python

wangkiw / ICLR23-MEMO

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The code repository for "A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning" (ICLR'23) in PyTorch

pytorch incremental-learning lifelong-learning continual-learning catastrophic-forgetting class-incremental-learning

Updated Mar 21, 2023
Python

csiro-robotics / InCloud

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[IROS2022] Official repository of InCloud: Incremental Learning for Point Cloud Place Recognition, Published in IROS2022 https://arxiv.org/abs/2203.00807

deep-learning pytorch lidar place-recognition incremental-learning lifelong-learning lidar-point-cloud continual-learning catastrophic-forgetting

Updated Mar 8, 2024
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zhoudw-zdw / TPAMI-Limit

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The code repository for "Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks" (TPAMI 2023) in PyTorch.

catastrophic-forgetting few-shot-class-incremental-learning class-incremental-learning

Updated Nov 15, 2023
Python

wannabeOG / ExpertNet-Pytorch

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A PyTorch implementation of the CVPR 2017 publication "Expert Gate: Lifelong Learning with a Network of Experts"

pytorch autoencoder cvpr-2017 lifelong-learning catastrophic-forgetting multi-head expert-gate

Updated May 9, 2023
Python

theo2021 / OnDA

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Source code for "Online Unsupervised Domain Adaptation for Semantic Segmentation in Ever-Changing Conditions", ECCV 2022. This is the code has been implemented to perform training and evaluation of UDA approaches in continuous scenarios. The library has been implemented in PyTorch 1.7.1. Some newer versions should work as well.

machine-learning ml pytorch online-learning domain-adaptation catastrophic-forgetting unsupervised-domain-adaptation online-adaptation