MetAug: Contrastive Learning via Meta Feature Augmentation

MetAug: Contrastive Learning via Meta Feature Augmentation

10 March 2022

Jiangmeng Li

Papers citing "MetAug: Contrastive Learning via Meta Feature Augmentation"

17 / 17 papers shown

Title
Intelligently Augmented Contrastive Tensor Factorization: Empowering Multi-dimensional Time Series Classification in Low-Data Environments Anushiya Arunan Yan Qin Xiaoli Li Yuen Chau AI4TS 30 0 0 03 May 2025
Graph Self-Supervised Learning with Learnable Structural and Positional Encodings Asiri Wijesinghe Hao Zhu Piotr Koniusz 48 0 0 22 Feb 2025
Feature Augmentation for Self-supervised Contrastive Learning: A Closer Look Yong Zhang Rui Zhu Shifeng Zhang Xu Zhou Shifeng Chen Xiaofan Chen SSL 45 0 0 16 Oct 2024
Learn To Learn More Precisely Runxi Cheng Yongxian Wei Xianglong He Wanyun Zhu Songsong Huang Fei Richard Yu Fei Ma Chun Yuan 47 0 0 08 Aug 2024
Self-Supervised Representation Learning with Meta Comprehensive Regularization Huijie Guo Ying Ba Jie Hu Hui Xiong Jingyao Wang Lei Shi SSL 36 5 0 03 Mar 2024
Parametric Augmentation for Time Series Contrastive Learning Xu Zheng Tianchun Wang Wei Cheng Aitian Ma Haifeng Chen Mo Sha Dongsheng Luo AI4TS 27 13 0 16 Feb 2024
Hierarchical Topology Isomorphism Expertise Embedded Graph Contrastive Learning Jiangmeng Li Yifan Jin Hang Gao Jingyao Wang Changwen Zheng Gang Hua 26 5 0 21 Dec 2023
Hacking Task Confounder in Meta-Learning Wenwen Qiang Yi Ren Changwen Zheng Xingzhe Su Changwen Zheng Jingyao Wang CML 26 8 0 10 Dec 2023
Information Theory-Guided Heuristic Progressive Multi-View Coding Jiangmeng Li Hang Gao Jingyao Wang Changwen Zheng 22 2 0 21 Aug 2023
Hallucination Improves the Performance of Unsupervised Visual Representation Learning Jing Wu Jennifer Hobbs N. Hovakimyan SSL 32 21 0 22 Jul 2023
Towards the Sparseness of Projection Head in Self-Supervised Learning Changwen Zheng Xingzhe Su Wenwen Qiang Jingyao Wang Changwen Zheng Gang Hua 36 3 0 18 Jul 2023
GEDI: GEnerative and DIscriminative Training for Self-Supervised Learning Emanuele Sansone Robin Manhaeve SSL 20 9 0 27 Dec 2022
MetaMask: Revisiting Dimensional Confounder for Self-Supervised Learning Jiangmeng Li Jingyao Wang Yanan Zhang Wenyi Mo Changwen Zheng Bing-Huang Su Hui Xiong SSL 34 14 0 16 Sep 2022
A Survey on Green Deep Learning Jingjing Xu Wangchunshu Zhou Zhiyi Fu Hao Zhou Lei Li VLM 73 83 0 08 Nov 2021
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations Debidatta Dwibedi Y. Aytar Jonathan Tompson P. Sermanet Andrew Zisserman SSL 191 454 0 29 Apr 2021
Fine-Grained Visual Categorization using Meta-Learning Optimization with Sample Selection of Auxiliary Data Yabin Zhang Hui Tang Kui Jia 63 95 0 28 Jul 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 362 11,684 0 09 Mar 2017