526互联

Adaptation

L2CAP（Logical Link Control and Adaptation Protocol）

逻辑链路（Logical Link）：不是真实的物理链路(acl)，上层的多个profile怎么表示连接呢？ 就是通过逻辑链路，CID在逻辑链路的两端，举例： 1. 如本端和远端的SDP，SCID=0X40,DCID=0XB9,SCID=0X40和DCID=0XB9就表示一条逻辑链路； 2. 本端和 ......
Adaptation Protocol Control Logical L2CAP

2023ICCV_Generalized Lightness Adaptation with Channel Selective Normalization

一. Motivatetion 跨域效果不好：在已知亮度的数据集上表现良好，在未知亮度的数据集上表现不好，泛化性能较差。 挑战：如何识别和亮度相关的通道并进行选择，并且获得泛化能力 归一化：从给定特征中提取不变的良好的良好特性，特别对于亮度分量 [ 归一化和亮度相关的特性： 1. 亮度一致性： 实例 ......
ICCV_Generalized Normalization Generalized Adaptation Lightness

【PRC】鲁棒跨域伪标记和对比学习的无监督域自适应NIR-VIS人脸识别 Robust Cross-Domain Pseudo-Labeling and Contrastive Learning for Unsupervised Domain Adaptation NIR-VIS Face Recognition

【该文章为杨学长的文章，膜拜】 探索跨领域数据中的内在关系并学习领域不变表示 由于需要在低光照条件下实现24h的人脸识别，近红外加可见光的(NIR-VIS)人脸识别受到了更多的关注。但是数据标注是一个难点。该文章提出了Robust crossdomain Pseudo-labeling and Co ......
NIR-VIS Domain 人脸 Pseudo-Labeling Cross-Domain

论文解读（CST）《Cycle Self-Training for Domain Adaptation》

Note：[ wechat：Y466551 | 可加勿骚扰，付费咨询 ] 论文信息 论文标题：Cycle Self-Training for Domain Adaptation论文作者：Hong Liu, Jianmin Wang, Mingsheng Long论文来源：2021 论文地址：down ......
Self-Training Adaptation Training Domain 论文

论文解读（MTEM）《Meta-Tsallis-Entropy Minimization: A New Self-Training Approach for Domain Adaptation on Text Classification》

Note：[ wechat：Y466551 | 可加勿骚扰，付费咨询 ] 论文信息 论文标题：Meta-Tsallis-Entropy Minimization: A New Self-Training Approach for Domain Adaptation on Text Classific ......
Meta-Tsallis-Entropy Classification Self-Training Minimization Adaptation

论文精读：带有源标签自适应的半监督域适应（Semi-Supervised Domain Adaptation with Source Label Adaptation）

# Semi-Supervised Domain Adaptation with Source Label Adaptation 具有源标签适应的半监督域适应 >[原文链接](https://openaccess.thecvf.com/content/CVPR2023/papers/Yu_Semi- ......
Adaptation Semi-Supervised Supervised 标签 Domain

论文解读（WDGRL）《Wasserstein Distance Guided Representation Learning for Domain Adaptation》

Note：[ wechat：Y466551 | 可加勿骚扰，付费咨询 ] 论文信息 论文标题：Wasserstein Distance Guided Representation Learning for Domain Adaptation论文作者：Jian Shen、Yanru Qu、Weinan ......
Representation Wasserstein Adaptation Distance Learning

论文解读（PERL）《PERL: Pivot-based Domain Adaptation for Pre-trained Deep Contextualized Embedding Models》

Note：[ wechat：Y466551 | 可加勿骚扰，付费咨询 ] 论文信息 论文标题：PERL: Pivot-based Domain Adaptation for Pre-trained Deep Contextualized Embedding Models论文作者：Eyal Ben-D ......
PERL Contextualized Pivot-based Pre-trained Adaptation

论文解读（WIND）《WIND: Weighting Instances Differentially for Model-Agnostic Domain Adaptation》

Note：[ wechat：Y466551 | 可加勿骚扰，付费咨询 ] 论文信息 论文标题：WIND: Weighting Instances Differentially for Model-Agnostic Domain Adaptation论文作者：论文来源：2021 ACL论文地址：dow ......
WIND Differentially Model-Agnostic Adaptation Instances

论文解读（BSFDA）《Black-box Source-free Domain Adaptation via Two-stage Knowledge Distillation》

Note：[ wechat：Y466551 | 可加勿骚扰，付费咨询 ] 论文信息 论文标题：Black-box Source-free Domain Adaptation via Two-stage Knowledge Distillation论文作者：Shuai Wang, Daoan Zhan ......
Distillation Source-free Adaptation Black-box Knowledge

论文解读（KDSSDA）《Knowledge distillation for semi-supervised domain adaptation》

Note：[ wechat：Y466551 | 可加勿骚扰，付费咨询 ] 论文信息 论文标题：Knowledge distillation for semi-supervised domain adaptation论文作者：Mauricio Orbes-Arteaga, Jorge Cardoso论 ......
semi-supervised distillation adaptation supervised Knowledge

论文解读（KD-UDA）《Joint Progressive Knowledge Distillation and Unsupervised Domain Adaptation》

Note：[ wechat：Y466551 | 可加勿骚扰，付费咨询 ] 论文信息 论文标题：Joint Progressive Knowledge Distillation and Unsupervised Domain Adaptation论文作者：Yanping Fu, Yun Liu论文来源 ......
Distillation Unsupervised Progressive Adaptation Knowledge

论文解读（CTDA）《Contrastive transformer based domain adaptation for multi-source cross-domain sentiment classification》

Note：[ wechat：Y466551 | 可加勿骚扰，付费咨询 ] 论文信息 论文标题：Contrastive transformer based domain adaptation for multi-source cross-domain sentiment classification论 ......
domain classification cross-domain multi-source Contrastive

论文解读（UDALM）《UDALM: Unsupervised Domain Adaptation through Language Modeling 》

Note：[ wechat：Y466551 | 可加勿骚扰，付费咨询 ] 论文信息 论文标题：UDALM: Unsupervised Domain Adaptation through Language Modeling 论文作者：Constantinos Karouzos, Georgios Pa ......
UDALM Unsupervised Adaptation Language Modeling

论文解读（ECACL）《ECACL: A Holistic Framework for Semi-Supervised Domain Adaptation》

Note：[ wechat：Y466551 | 付费咨询，非诚勿扰 ] 论文信息 论文标题：ECACL: A Holistic Framework for Semi-Supervised Domain Adaptation论文作者：Kai Li, Chang Liu, Handong Zhao, Y ......
ECACL Semi-Supervised Adaptation Supervised Framework

论文解读（MCADA）《Multicomponent Adversarial Domain Adaptation: A General Framework》

Note：[ wechat：Y466551 | 可加勿骚扰，付费咨询 ] 论文信息 论文标题：Multicomponent Adversarial Domain Adaptation: A General Framework论文作者：Chang’an Yi, Haotian Chen, Yonghu ......
Multicomponent Adversarial Adaptation Framework General

论文解读（AAD）《Knowledge distillation for BERT unsupervised domain adaptation》

Note：[ wechat：Y466551 | 可加勿骚扰，付费咨询 ] 论文信息 论文标题：Knowledge distillation for BERT unsupervised domain adaptation论文作者：Minho Ryu、Geonseok Lee、Kichun Lee论文来 ......
distillation unsupervised adaptation Knowledge domain

论文解读（Moka‑ADA）《Moka‑ADA: adversarial domain adaptation with model‑oriented knowledge adaptation for cross‑domain sentiment analysis》

Note：[ wechat：Y466551 | 可加勿骚扰，付费咨询 ] 论文信息 论文标题：Moka‑ADA: adversarial domain adaptation with model‑oriented knowledge adaptation for cross‑domain senti ......
adaptation domain Moka adversarial ADA

论文解读（MCD）《Maximum Classifier Discrepancy for Unsupervised Domain Adaptation》

Note：[ wechat：Y466551 | 付费咨询，非诚勿扰 ] 论文信息 论文标题：Maximum Classifier Discrepancy for Unsupervised Domain Adaptation论文作者：Kuniaki Saito, Kohei Watanabe, Y. ......
Unsupervised Discrepancy Classifier Adaptation Maximum

论文解读（DWL）《Dynamic Weighted Learning for Unsupervised Domain Adaptation》

[ Wechat：Y466551 | 付费咨询，非诚勿扰 ] 论文信息 论文标题：Dynamic Weighted Learning for Unsupervised Domain Adaptation 论文作者：Jihong Ouyang、Zhengjie Zhang、Qingyi Meng论文来 ......
Unsupervised Adaptation Weighted Learning Dynamic

论文解读（APCA）《Adaptive prototype and consistency alignment for semi-supervised domain adaptation》

[ Wechat：Y466551 | 付费咨询，非诚勿扰 ] 论文信息 论文标题：Adaptive prototype and consistency alignment for semi-supervised domain adaptation论文作者：Jihong Ouyang、Zhengjie ......
semi-supervised consistency adaptation supervised prototype

论文解读（）《Cluster Alignment with a Teacher for Unsupervised Domain Adaptation》

Note：[ wechat：Y466551 | 付费咨询，非诚勿扰 ] 论文信息 论文标题：Cluster Alignment with a Teacher for Unsupervised Domain Adaptation论文作者：Zhijie Deng, Yucen Luo, Jun Zhu论 ......
Unsupervised Adaptation Alignment Cluster Teacher

Domain Adaptation（领域自适应）

Domain Adaptation（领域自适应） 当测试材料和训练材料差异较大时，即使训练时正确率高，在测试中不一定高 例如：数字标识中，训练资料为黑白图片，测试资料为有色照片 在已经用灰白图片做好的模型，测试有色图片正确率低，可以收集有色图片（没有标注） 基本想法： 找一个Network（Feat ......
Adaptation 领域 Domain

LoRA：Low-Rank Adaptation Of Language Model

# LoRA：Low-Rank Adaptation Of Language Model ## O、摘要 本文提出一种新的大模型（本文主要指 transformer）微调方法：低秩自适应。其主要特性为，冻结预训练模型的权重，并将可训练低秩矩阵，分解到模型的每一层，从而大大减少下游任务的训练参数量。与 ......
Adaptation Language Low-Rank Model LoRA

迁移学习（VMT）《Virtual Mixup Training for Unsupervised Domain Adaptation》

论文信息 论文标题：Virtual Mixup Training for Unsupervised Domain Adaptation论文作者：Takeru Miyato, S. Maeda, Masanori Koyama, S. Ishii论文来源：2019 CVPR论文地址：download  ......
Unsupervised Adaptation Training Virtual Domain

迁移学习（MEnsA）《MEnsA: Mix-up Ensemble Average for Unsupervised Multi Target Domain Adaptation on 3D Point Clouds》

论文信息 论文标题：MEnsA: Mix-up Ensemble Average for Unsupervised Multi Target Domain Adaptation on 3D Point Clouds论文作者：Ashish Sinha, Jonghyun Choi论文来源：2023 C ......
MEnsA Unsupervised Adaptation Ensemble Average

迁移学习（PAT）《Pairwise Adversarial Training for Unsupervised Class-imbalanced Domain Adaptation》

论文信息 论文标题：Pairwise Adversarial Training for Unsupervised Class-imbalanced Domain Adaptation论文作者：Weili Shi, Ronghang Zhu, Sheng Li论文来源：KDD 2022论文地址：dow ......
Class-imbalanced Unsupervised Adversarial Adaptation imbalanced

迁移学习（COAL）《Generalized Domain Adaptation with Covariate and Label Shift CO-ALignment》

论文信息 论文标题：Generalized Domain Adaptation with Covariate and Label Shift CO-ALignment论文作者：Shuhan Tan, Xingchao Peng, Kate Saenko论文来源：ICLR 2020论文地址：downl ......
CO-ALignment Generalized Adaptation ALignment Covariate

LoRA（Low-Rank Adaptation of Large Language Models）-- 一种大模型prompt-tuning调优方法

一、Pre-train + Fine-tuning范式 0x1：为什么要微调 对于数据集本身很小（几千张图片/几千段文本）的情况，从头开始训练具有几千万参数的大型神经网络是不现实的，因为越大的模型对数据量的要求越大，过拟合无法避免。这时候如果还想用上大型神经网络的超强特征提取能力，只能靠微调已经训练 ......
prompt-tuning Adaptation Language Low-Rank 模型

迁移学习（CLDA）《CLDA: Contrastive Learning for Semi-Supervised Domain Adaptation》

论文信息 论文标题：CLDA: Contrastive Learning for Semi-Supervised Domain Adaptation论文作者：Ankit Singh论文来源：NeurIPS 2021论文地址：download 论文代码：download视屏讲解：click 1 简介 ......
CLDA Semi-Supervised Contrastive Adaptation Supervised
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