Self-supervised
论文阅读-Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks
1. GARF 简介 代码地址:https://github.com/PJinfeng/Garf-master 基于 SeqGAN 提出了一种自监督、数据驱动的数据清洗框架——GARF。 GARF 的数据清洗分为两个步骤: 规则生成 (Rule generation with SeqGAN):利用 ......
[论文速览] Randomized Quantization@ A Generic Augmentation for Data Agnostic Self-supervised Learning
Pre title: Randomized Quantization: A Generic Augmentation for Data Agnostic Self-supervised Learning accepted: ICCV 2023 paper: https://arxiv.org/abs ......
CA-TCC: 半监督时间序列分类的自监督对比表征学习《Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification》(时间序列、时序表征、时间和上下文对比、对比学习、自监督学习、半监督学习、TS-TCC的扩展版)
现在是2023年11月27日,10:48,今天把这篇论文看了。 论文:Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification GitHub:https://g ......
基于时间频率一致性对时间序列进行自监督对比预训练《Self-Supervised Contrastive Pre-Training for Time Series via Time-Frequency Consistency》(时序、时频一致性、对比学习)
2023年11月10日,今天看一篇论文,现在17:34,说实话,想摆烂休息,不想看,可还是要看,拴Q。 论文:Self-Supervised Contrastive Pre-Training for Time Series via Time-Frequency Consistency 或者是:Sel ......
ST-SSL: 用于交通流量预测的时空自监督学习《Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction》(交通流量预测、自监督)
2023年10月23日,继续论文,好困,想发疯。 论文:Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction Github:https://github.com/Echo-Ji/ST-SSL AAAI 2023的论文 ......
Implicit Autoencoder for Point-Cloud Self-Supervised Representation Learning论文阅读
2023 ICCV Implicit Autoencoder for Point-Cloud Self-Supervised Representation Learning论文阅读,思想很妙,该笔记非常简要 ......
PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models
PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models 阅读笔记(11.2) 摘要:优化MSE指标通常会导致模糊,特别是在高方差(详细)区域。我们提出了一种基于创建正确降尺度的 ......
论文解读(TAMEPT)《A Two-Stage Framework with Self-Supervised Distillation For Cross-Domain Text Classification》
论文信息 论文标题:A Two-Stage Framework with Self-Supervised Distillation For Cross-Domain Text Classification论文作者:Yunlong Feng, Bohan Li, Libo Qin, Xiao Xu, ......
[AAAI 2023]Self-Supervised Bidirectional Learning for Graph Matching
# Self-Supervised Bidirectional Learning for Graph Matching ## 动机 Graph Matching(GM)是个NP难问题。随着机器学习的兴起,该问题也有望被更高效地解决。然而,现有的监督学习仍然需要为了训练去计算大量的ground tru ......
[论文速览] A Closer Look at Self-supervised Lightweight Vision Transformers
## Pre title: A Closer Look at Self-supervised Lightweight Vision Transformers accepted: ICML 2023 paper: https://arxiv.org/abs/2205.14443 code: https ......
Self-Supervised Hypergraph Convolutional Networks for Session-based Recommendation
[TOC] > [Xia X., Yin H., Yu J., Wang Q., Cui L and Zhang X. Self-supervised hypergraph convolutional networks for session-based recommendation. AAAI, ......
Self-Supervised Graph Co-Training for Session-based Recommendation
[TOC] > [Xia X., Yin H., Yu J., Shao Y. and Cui L. Self-supervised graph co-training for session-based recommendation. CIKM, 2021.](http://arxiv.org/a ......
CLIP-S^4:Language-Guided Self-Supervised Semantic Segmentation论文阅读笔记
## 摘要 作者提出了CLIP-S4,借助自监督像素表示学习和V-L模型实现各种语义分割任务,不需要使用任何像素级别标注以及未知类的信息。作者首先通过对图像的不同增强视角进行像素-分割对比学习来学习像素嵌入。之后,为进一步改善像素嵌入并实现基于自然语言的语义分割,作者设计了由V-L模型指导的嵌入一致 ......
论文解读(Moco v3)《An Empirical Study of Training Self-Supervised Vision Transformers》
论文信息 论文标题:Improved Baselines with Momentum Contrastive Learning论文作者:Xinlei Chen, Saining Xie, Kaiming He论文来源:2021 ICCV论文地址:download 论文代码:download引用次数: ......