Search Results - RepositoryStats

Best-Incremental-Learning Vision-Intelligence-and-Robots-Group

50

556

unknown

19

An Incremental Learning, Continual Learning, and Life-Long Learning Repository

lifelong-learning continual-learning continuous-learning incremental-learning catastrophic-forgetting

Created 2022-03-30

209 commits to main branch, last one 6 months ago

online-continual-learning RaptorMai

57

381

unknown

7

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 (Neurocomp...

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

Created 2021-01-29

27 commits to main branch, last one 3 years ago

PyContinual ZixuanKe

62

299

unknown

8

PyContinual (An Easy and Extendible Framework for Continual Learning)

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

Created 2021-06-04

27 commits to main branch, last one 9 months ago

ContinualLM UIC-Liu-Lab

19

253

unknown

11

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

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

Created 2023-02-12

10 commits to main branch, last one 9 months ago

Awesome-Forgetting-in-Deep-Learning EnnengYang

11

235

unknown

8

A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. TPAMI, 2024.

forgetting overfitting deep-learning meta-learning model-attacks generative-model machine-learning coreset-selection domain-adaptation continual-learning federated-learning machine-unlearning beneficial-forgetting reinforcement-learning catastrophic-forgetting model-inversion-attacks self-supervised-learning property-inference-attacks membership-inference-attacks data-free-knolwedge-distillation

Created 2023-07-03

128 commits to main branch, last one a day ago

CIL_Survey zhoudw-zdw

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216

unknown

7

Class-Incremental Learning: A Survey (TPAMI 2024)

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

Created 2023-02-07

14 commits to main branch, last one 16 days ago

RevisitingCIL zhoudw-zdw

20

122

unknown

3

Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need (IJCV 2024)

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

Created 2023-03-13

11 commits to main branch, last one 2 months ago

CVPR22-Fact zhoudw-zdw

23

118

unknown

1

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

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

Created 2022-03-14

6 commits to main branch, last one about a year ago

stable-continual-learning imirzadeh

11

75

mit

6

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

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

This repository has been archived (exclude archived)

Created 2020-04-20

31 commits to master branch, last one 4 years ago

episodic-lifelong-learning h3lio5

8

57

mit

4

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

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

Created 2019-10-22

319 commits to master branch, last one 4 years ago

SIGIR2021_Conure fajieyuan

5

44

unknown

2

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

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

Created 2021-05-03

70 commits to main branch, last one 8 months ago

CPT UIC-Liu-Lab

1

43

unknown

7

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

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

Created 2022-10-11

15 commits to main branch, last one about a year ago

continual-learning mccaffary

7

39

unknown

6

Repository of continual learning papers

neuroscience deep-learning machine-learning continual-learning catastrophic-forgetting

Created 2021-08-25

27 commits to main branch, last one 2 years ago

ICLR23-MEMO wangkiw

3

39

unknown

1

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

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

Created 2023-02-02

10 commits to main branch, last one about a year ago

curlora MNoorFawi

1

38

mit

3

The code repository for the CURLoRA research paper. Stable LLM continual fine-tuning and catastrophic forgetting mitigation.

ai llms fine-tuning generative-ai continual-learning matrix-decompositions catastrophic-forgetting

Created 2024-07-10

55 commits to main branch, last one 2 months ago

InCloud csiro-robotics

8

37

other

5

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

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

Created 2022-03-14

20 commits to main branch, last one 8 months ago

CorDA iboing

1

35

apache-2.0

3

CorDA: Context-Oriented Decomposition Adaptation of Large Language Models for task-aware parameter-efficient fine-tuning(NeurIPS 2024)

world-knowledge large-language-models task-aware-fine-tuning catastrophic-forgetting parameter-efficient-fine-tuning

Created 2024-06-06

27 commits to main branch, last one 21 days ago

TPAMI-Limit zhoudw-zdw

6

35

unknown

2

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

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

Created 2022-08-18

8 commits to main branch, last one about a year ago