parameter-efficient-tuning

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adapter-hub /adapters

Star2.8k

A Unified Library for Parameter-Efficient and Modular Transfer Learning

nlp natural-language-processing transformers pytorch adapters lora bert parameter-efficient-learning parameter-efficient-tuning

UpdatedOct 12, 2025
Python

ttengwang /Awesome_Prompting_Papers_in_Computer_Vision

Star925

A curated list of prompt-based paper in computer vision and vision-language learning.

adapter zero-shot-learning few-shot-learning prompt-learning prompt-tuning visual-prompt parameter-efficient-tuning

UpdatedDec 18, 2023

NVlabs /DoRA

Star875

[ICML2024 (Oral)] Official PyTorch implementation of DoRA: Weight-Decomposed Low-Rank Adaptation

deep-neural-networks deep-learning lora commonsense-reasoning vision-and-language large-language-models parameter-efficient-tuning instruction-tuning large-vision-language-models parameter-efficient-fine-tuning

UpdatedOct 1, 2024
Python

jianghaojun /Awesome-Parameter-Efficient-Transfer-Learning

Star410

A collection of parameter-efficient transfer learning papers focusing on computer vision and multimodal domains.

machine-learning computer-vision deep-learning transfer-learning multimodal-deep-learning parameter-efficient-learning parameter-efficient-tuning

UpdatedSep 26, 2024

HenryHZY /Awesome-Multimodal-LLM

Star355

Research Trends in LLM-guided Multimodal Learning.

multimodal-learning multimodal parameter-efficient-learning in-context-learning large-language-models llm parameter-efficient-tuning instruction-tuning multimodal-large-language-models

UpdatedOct 17, 2023

calpt /awesome-adapter-resources

Star200

Collection of Tools and Papers related to Adapters / Parameter-Efficient Transfer Learning/ Fine-Tuning

nlp natural-language-processing awesome deep-learning transformers adapters peft parameter-efficient-learning parameter-efficient-tuning

UpdatedMay 4, 2024
Python

JieShibo /PETL-ViT

Star195

[ICCV 2023 & AAAI 2023] Binary Adapters & FacT, [Tech report] Convpass

pytorch transfer-learning parameter-efficient-tuning visual-prompting

UpdatedAug 1, 2023
Python

LeapLabTHU /Cross-Modal-Adapter

Star136

[Pattern Recognition 2025] Cross-Modal Adapter for Vision-Language Retrieval

adapter machine-learning deep-learning pytorch clip vision-and-language video-text-retrieval parameter-efficient-learning parameter-efficient-tuning

UpdatedAug 17, 2025
Python

ZO-Bench /ZO-LLM

Star114

[ICML‘24] Official code for the paper "Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark ".

zeroth-order-optimization large-language-models parameter-efficient-tuning

UpdatedJul 6, 2025
Python

changdaeoh /BlackVIP

Star110

Official implementation for CVPR'23 paper "BlackVIP: Black-Box Visual Prompting for Robust Transfer Learning"

transfer-learning black-box-optimization prompt-tuning foundation-models parameter-efficient-tuning visual-prompting

UpdatedAug 14, 2023
Python

eric-ai-lab /PEViT

Star104

Official implementation of AAAI 2023 paper "Parameter-efficient Model Adaptation for Vision Transformers"

pytorch image-classification fine-tuning vision-transformer parameter-efficient-tuning

UpdatedAug 7, 2023
Python

thunlp /Prompt-Transferability

Star100

On Transferability of Prompt Tuning for Natural Language Processing

nlp prompt pytorch transfer-learning pretrained-models pretrained-language-model pretrained-language-models prompt-tuning parameter-efficient-learning parameter-efficient-tuning

UpdatedMay 3, 2024
Python

ShiZhengyan /DePT

Star98

[ICLR 2024] This is the repository for the paper titled "DePT: Decomposed Prompt Tuning for Parameter-Efficient Fine-tuning"

nlp natural-language-processing transfer-learning language-model nlp-machine-learning fine-tuning peft prompt-tuning large-language-models parameter-efficient-tuning parameter-efficient-fine-tuning

UpdatedApr 10, 2024
Python

WillDreamer /Aurora

Star88

[NeurIPS2023] Parameter-efficient Tuning of Large-scale Multimodal Foundation Model

multi-modal-learning parameter-efficient-tuning

UpdatedNov 28, 2023
Python

Paranioar /UniPT

Star67

[CVPR2024] The code of "UniPT: Universal Parallel Tuning for Transfer Learning with Efficient Parameter and Memory"

transfer-learning cross-modal parameter-efficient-learning parameter-efficient-tuning memory-efficient-tuning memory-efficient-learning parameter-efficient-fine-tuning

UpdatedOct 15, 2024
Python

morningmoni /UniPELT

Star63

Code for paper "UniPELT: A Unified Framework for Parameter-Efficient Language Model Tuning", ACL 2022

parameter-efficient-tuning

UpdatedMar 23, 2022
Python

zhangyikaii /LAMDA-ZhiJian

Star48

ZhiJian: A Unifying and Rapidly Deployable Toolbox for Pre-trained Model Reuse

toolbox regularization knowledge-distillation pre-trained-model model-reuse parameter-efficient-tuning model-merging

UpdatedSep 2, 2023
Python

OSU-MLB /ViT_PEFT_Vision

Star45

[CVPR'25 (Highlight)] Lessons and Insights from a Unifying Study of Parameter-Efficient Fine-Tuning (PEFT) in Visual Recognition

computer-vision deep-learning transformer transfer-learning visual-recognition vision-recognition pre-trained-model vision-transformer parameter-efficient-tuning parameter-efficient-fine-tuning cvpr2025

UpdatedJun 24, 2025
Jupyter Notebook

knightyxp /DGL

Star44

[AAAI 2024] DGL: Dynamic Global-Local Prompt Tuning for Text-Video Retrieval.

cross-modal-retrieval cross-modal-learning video-text-retrieval prompt-tuning parameter-efficient-tuning video-language-understanding

UpdatedOct 14, 2024
Python

jaisidhsingh /LoRA-CLIP

Star40

Easy wrapper for inserting LoRA layers in CLIP.

lora multimodal multimodal-deep-learning image-text-matching parameter-efficient-tuning vision-language-pretraining low-rank-adaptation

UpdatedJun 16, 2024
Python

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parameter-efficient-tuning

Here are 49 public repositories matching this topic...

adapter-hub /adapters

ttengwang /Awesome_Prompting_Papers_in_Computer_Vision

NVlabs /DoRA

jianghaojun /Awesome-Parameter-Efficient-Transfer-Learning

HenryHZY /Awesome-Multimodal-LLM

calpt /awesome-adapter-resources

JieShibo /PETL-ViT

LeapLabTHU /Cross-Modal-Adapter

ZO-Bench /ZO-LLM

changdaeoh /BlackVIP

eric-ai-lab /PEViT

thunlp /Prompt-Transferability

ShiZhengyan /DePT

WillDreamer /Aurora

Paranioar /UniPT

morningmoni /UniPELT

zhangyikaii /LAMDA-ZhiJian

OSU-MLB /ViT_PEFT_Vision

knightyxp /DGL

jaisidhsingh /LoRA-CLIP

Improve this page

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