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22 search results found

Pycontinual ⭐ 185

PyContinual (An Easy and Extendible Framework for Continual Learning)

Online Continual Learning ⭐ 133

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).

Cil_survey ⭐ 98

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

Cvpr22 Fact ⭐ 88

The code repository for "Forward Compatible Few-Shot Class-Incremental Learning" (CVPR22) in PyTorch.

Continuallm ⭐ 55

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

Revisitingcil ⭐ 53

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

Episodic Lifelong Learning ⭐ 49

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

Sigir2021_conure ⭐ 39

One Person, One Model, One World: Learning Continual User Representation without Forgetting

Il Semsegm ⭐ 38

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

Tpami Limit ⭐ 26

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

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

Random Memory Adaptation ⭐ 25

Random memory adaptation model inspired by the paper: "Memory-based parameter adaptation (MbPA)"

InCloud: Incremental Learning for Point Cloud Place Recognition IROS2022 https://arxiv.org/abs/2203.00807

Stable Continual Learning ⭐ 21

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

Ance Tele ⭐ 19

Code and data of the EMNLP 2022 Main Conference paper "Reduce Catastrophic Forgetting of Dense Retrieval Training with Teleportation Negatives".

Mas Pytorch ⭐ 14

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

Iclr23 Memo ⭐ 14

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

Code for NeurIPS 2020 Paper --- Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks

Expertnet Pytorch ⭐ 11

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

Lifelongsentclass ⭐ 10

Code for ECML/PKDD 2020 Paper --- Continual Learning with Knowledge Transfer for Sentiment Classification

Continual Learning Malware ⭐ 10

This repository contains code and data of the paper **On the Limitations of Continual Learning for Malware Classification**, accepted to be published at the First Conference on Lifelong Learning Agents (CoLLAs).

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.

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