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Virtual Adversarial Training: A Regularization Method for Supervised and
  Semi-Supervised Learning

Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning

13 April 2017
Takeru Miyato
S. Maeda
Masanori Koyama
S. Ishii
    GAN
ArXivPDFHTML

Papers citing "Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning"

50 / 1,261 papers shown
Title
GAMA++: Disentangled Geometric Alignment with Adaptive Contrastive Perturbation for Reliable Domain Transfer
GAMA++: Disentangled Geometric Alignment with Adaptive Contrastive Perturbation for Reliable Domain Transfer
Kim Yun
Hana Satou
F Monkey
12
0
0
21 May 2025
GAMA: Geometry-Aware Manifold Alignment via Structured Adversarial Perturbations for Robust Domain Adaptation
GAMA: Geometry-Aware Manifold Alignment via Structured Adversarial Perturbations for Robust Domain Adaptation
Hana Satou
F Monkey
12
0
0
21 May 2025
A Tutorial on Discriminative Clustering and Mutual Information
A Tutorial on Discriminative Clustering and Mutual Information
Louis Ohl
Pierre-Alexandre Mattei
F. Precioso
32
0
0
07 May 2025
Co-Training with Active Contrastive Learning and Meta-Pseudo-Labeling on 2D Projections for Deep Semi-Supervised Learning
Co-Training with Active Contrastive Learning and Meta-Pseudo-Labeling on 2D Projections for Deep Semi-Supervised Learning
David Aparco-Cardenas
Jancarlo F. Gomes
Alexandre X. Falcão
Pedro J. de Rezende
48
0
0
25 Apr 2025
PTCL: Pseudo-Label Temporal Curriculum Learning for Label-Limited Dynamic Graph
PTCL: Pseudo-Label Temporal Curriculum Learning for Label-Limited Dynamic Graph
Shengtao Zhang
Haokai Zhang
Shiqi Lou
Zicheng Wang
Zinan Zeng
Yilin Wang
Minnan Luo
69
0
0
24 Apr 2025
Weakly Semi-supervised Whole Slide Image Classification by Two-level Cross Consistency Supervision
Weakly Semi-supervised Whole Slide Image Classification by Two-level Cross Consistency Supervision
Linhao Qu
Shiman Li
Xiaoyuan Luo
Shaolei Liu
Qinhao Guo
Manning Wang
Zhijian Song
45
0
0
16 Apr 2025
LCGC: Learning from Consistency Gradient Conflicting for Class-Imbalanced Semi-Supervised Debiasing
LCGC: Learning from Consistency Gradient Conflicting for Class-Imbalanced Semi-Supervised Debiasing
Weiwei Xing
Yue Cheng
Hongzhu Yi
Xiaohui Gao
Xiang Wei
Xiaoyu Guo
Yuming Zhang
Xinyu Pang
BDL
60
0
0
09 Apr 2025
Evaluation of (Un-)Supervised Machine Learning Methods for GNSS Interference Classification with Real-World Data Discrepancies
Evaluation of (Un-)Supervised Machine Learning Methods for GNSS Interference Classification with Real-World Data Discrepancies
Lucas Heublein
N. Raichur
Tobias Feigl
Tobias Brieger
Fin Heuer
Lennart Asbach
A. Rügamer
Felix Ott
49
7
0
31 Mar 2025
CustomKD: Customizing Large Vision Foundation for Edge Model Improvement via Knowledge Distillation
CustomKD: Customizing Large Vision Foundation for Edge Model Improvement via Knowledge Distillation
Jungsoo Lee
Debasmit Das
Munawar Hayat
Sungha Choi
Kyuwoong Hwang
Fatih Porikli
VLM
68
1
0
23 Mar 2025
Semi-supervised Semantic Segmentation with Multi-Constraint Consistency Learning
Semi-supervised Semantic Segmentation with Multi-Constraint Consistency Learning
Jianjian Yin
Tao Chen
Gensheng Pei
Yazhou Yao
Liqiang Nie
Xiansheng Hua
63
1
0
23 Mar 2025
CGMatch: A Different Perspective of Semi-supervised Learning
Bo Cheng
Jueqing Lu
Yuan Tian
Haifeng Zhao
Yi-Ju Chang
Lan Du
50
0
0
04 Mar 2025
Semi-Supervised 360 Layout Estimation with Panoramic Collaborative Perturbations
Junsong Zhang
Chunyu Lin
Zhijie Shen
Lang Nie
K. Liao
Yao Zhao
35
0
0
03 Mar 2025
Re-Evaluating the Impact of Unseen-Class Unlabeled Data on Semi-Supervised Learning Model
Rundong He
Yicong Dong
Lanzhe Guo
Yilong Yin
Tailin Wu
32
0
0
02 Mar 2025
Model Adaptation: Unsupervised Domain Adaptation without Source Data
Model Adaptation: Unsupervised Domain Adaptation without Source Data
Rui Li
Qianfen Jiao
Wenming Cao
Hau-San Wong
Si Wu
OOD
117
480
0
26 Feb 2025
CW-BASS: Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation
CW-BASS: Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation
Ebenezer Tarubinga
Jenifer Kalafatovich Espinoza
Seong-Whan Lee
67
0
0
21 Feb 2025
Transfer Learning with Pre-trained Conditional Generative Models
Transfer Learning with Pre-trained Conditional Generative Models
Shin'ya Yamaguchi
Sekitoshi Kanai
Atsutoshi Kumagai
Daiki Chijiwa
H. Kashima
VLM
CLL
BDL
DiffM
148
5
0
21 Feb 2025
Multi-Scale and Multi-Objective Optimization for Cross-Lingual Aspect-Based Sentiment Analysis
Multi-Scale and Multi-Objective Optimization for Cross-Lingual Aspect-Based Sentiment Analysis
Chengyan Wu
Bolei Ma
Ningyuan Deng
Yanqing He
Yun Xue
83
0
0
20 Feb 2025
Note-Level Singing Melody Transcription for Time-Aligned Musical Score Generation
Note-Level Singing Melody Transcription for Time-Aligned Musical Score Generation
Leekyung Kim
Sungwook Jeon
Wan Heo
Jonghun Park
87
0
0
18 Feb 2025
Adversarial ML Problems Are Getting Harder to Solve and to Evaluate
Adversarial ML Problems Are Getting Harder to Solve and to Evaluate
Javier Rando
Jie Zhang
Nicholas Carlini
F. Tramèr
AAML
ELM
65
3
0
04 Feb 2025
Solving the Catastrophic Forgetting Problem in Generalized Category Discovery
Solving the Catastrophic Forgetting Problem in Generalized Category Discovery
Xinzi Cao
Xiawu Zheng
G. Wang
Weijiang Yu
Yunhang Shen
Ke Li
Yutong Lu
Yonghong Tian
CLL
54
4
0
09 Jan 2025
Probability-density-aware Semi-supervised Learning
Probability-density-aware Semi-supervised Learning
Shuyang Liu
Ruiqiu Zheng
Yunhang Shen
Ke Li
Xing Sun
Zhou Yu
Shaohui Lin
38
0
0
08 Jan 2025
Knowledge Distillation with Adapted Weight
Sirong Wu
Xi Luo
Junjie Liu
Yuhui Deng
48
0
0
06 Jan 2025
CASUAL: Conditional Support Alignment for Domain Adaptation with Label Shift
CASUAL: Conditional Support Alignment for Domain Adaptation with Label Shift
A. Nguyen
Lam C. Tran
Anh Tong
Tuan-Duy H. Nguyen
Toan M. Tran
48
1
0
31 Dec 2024
Enhancing Topic Interpretability for Neural Topic Modeling through Topic-wise Contrastive Learning
Xin Gao
Yang Lin
Ruiqing Li
Yasha Wang
Xu Chu
Xinyu Ma
Hailong Yu
43
1
0
23 Dec 2024
RegMixMatch: Optimizing Mixup Utilization in Semi-Supervised Learning
RegMixMatch: Optimizing Mixup Utilization in Semi-Supervised Learning
Haorong Han
Jidong Yuan
Chixuan Wei
Zhongyang Yu
250
1
0
14 Dec 2024
Lightweight Contenders: Navigating Semi-Supervised Text Mining through
  Peer Collaboration and Self Transcendence
Lightweight Contenders: Navigating Semi-Supervised Text Mining through Peer Collaboration and Self Transcendence
Qianren Mao
Weifeng Jiang
Jiaheng Liu
Chenghua Lin
Qian Li
Xianqing Wen
Jianxin Li
Jinhu Lu
72
0
0
01 Dec 2024
GTPC-SSCD: Gate-guided Two-level Perturbation Consistency-based Semi-Supervised Change Detection
GTPC-SSCD: Gate-guided Two-level Perturbation Consistency-based Semi-Supervised Change Detection
Yan Xing
Qiáo Xu
Zongyu Guo
Rui Huang
Yuxiang Zhang
78
0
0
28 Nov 2024
Adversarial Training in Low-Label Regimes with Margin-Based
  Interpolation
Adversarial Training in Low-Label Regimes with Margin-Based Interpolation
Tian Ye
Rajgopal Kannan
Viktor Prasanna
AAML
73
0
0
27 Nov 2024
OwMatch: Conditional Self-Labeling with Consistency for Open-World
  Semi-Supervised Learning
OwMatch: Conditional Self-Labeling with Consistency for Open-World Semi-Supervised Learning
Shengjie Niu
Lifan Lin
Jian Huang
Chao Wang
31
2
0
04 Nov 2024
Achieving Domain-Independent Certified Robustness via Knowledge
  Continuity
Achieving Domain-Independent Certified Robustness via Knowledge Continuity
Alan Sun
Chiyu Ma
Kenneth Ge
Soroush Vosoughi
36
0
0
03 Nov 2024
Resilience in Knowledge Graph Embeddings
Resilience in Knowledge Graph Embeddings
Arnab Sharma
N'Dah Jean Kouagou
A. Ngomo
33
0
0
28 Oct 2024
Face-MLLM: A Large Face Perception Model
Face-MLLM: A Large Face Perception Model
Haomiao Sun
Mingjie He
Tianheng Lian
Hu Han
Shiguang Shan
VLM
CVBM
LRM
27
5
0
28 Oct 2024
Bridging the Gaps: Utilizing Unlabeled Face Recognition Datasets to
  Boost Semi-Supervised Facial Expression Recognition
Bridging the Gaps: Utilizing Unlabeled Face Recognition Datasets to Boost Semi-Supervised Facial Expression Recognition
Jie Song
Mengqiao He
Jinhua Feng
B. S.
32
0
0
23 Oct 2024
Integrated Image-Text Based on Semi-supervised Learning for Small Sample
  Instance Segmentation
Integrated Image-Text Based on Semi-supervised Learning for Small Sample Instance Segmentation
Ruting Chi
Zhiyi Huang
Yuexing Han
ISeg
43
0
0
21 Oct 2024
Adversarial Training: A Survey
Adversarial Training: A Survey
Mengnan Zhao
Lihe Zhang
Jingwen Ye
Huchuan Lu
Baocai Yin
Xinchao Wang
AAML
38
1
0
19 Oct 2024
Shape Transformation Driven by Active Contour for Class-Imbalanced
  Semi-Supervised Medical Image Segmentation
Shape Transformation Driven by Active Contour for Class-Imbalanced Semi-Supervised Medical Image Segmentation
Yuliang Gu
Yepeng Liu
Zhichao Sun
Jinchi Zhu
Yongchao Xu
L. Najman
MedIm
31
1
0
18 Oct 2024
Artificial Kuramoto Oscillatory Neurons
Artificial Kuramoto Oscillatory Neurons
Takeru Miyato
Sindy Löwe
Andreas Geiger
Max Welling
AI4CE
77
6
0
17 Oct 2024
Reducing Labeling Costs in Sentiment Analysis via Semi-Supervised
  Learning
Reducing Labeling Costs in Sentiment Analysis via Semi-Supervised Learning
Minoo Jafarlou
Mario M. Kubek
24
0
0
15 Oct 2024
Browsing without Third-Party Cookies: What Do You See?
Browsing without Third-Party Cookies: What Do You See?
Maxwell Lin
Shihan Lin
Helen Wu
Karen Wang
Xiaowei Yang
BDL
59
0
0
14 Oct 2024
Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image
  Segmentation
Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image Segmentation
Sicheng Shen
Jinming Cao
Yifang Yin
Roger Zimmermann
51
1
0
14 Oct 2024
Transducer Consistency Regularization for Speech to Text Applications
Transducer Consistency Regularization for Speech to Text Applications
Cindy Tseng
Yun Tang
Vijendra Raj Apsingekar
42
0
0
09 Oct 2024
Auto-GDA: Automatic Domain Adaptation for Efficient Grounding Verification in Retrieval-Augmented Generation
Auto-GDA: Automatic Domain Adaptation for Efficient Grounding Verification in Retrieval-Augmented Generation
Tobias Leemann
Periklis Petridis
G. Vietri
Dionysis Manousakas
Aaron Roth
Sergul Aydore
56
0
0
04 Oct 2024
Flipped Classroom: Aligning Teacher Attention with Student in
  Generalized Category Discovery
Flipped Classroom: Aligning Teacher Attention with Student in Generalized Category Discovery
Haonan Lin
Wenbin An
Jiahao Wang
Yan Chen
Feng Tian
Mengmeng Wang
Guang Dai
Qianying Wang
Jingdong Wang
46
2
0
29 Sep 2024
Self-supervised Auxiliary Learning for Texture and Model-based Hybrid
  Robust and Fair Featuring in Face Analysis
Self-supervised Auxiliary Learning for Texture and Model-based Hybrid Robust and Fair Featuring in Face Analysis
Shukesh Reddy
Nishit Poddar
Srijan Das
Abhijit Das
CVBM
38
0
0
29 Sep 2024
A3: Active Adversarial Alignment for Source-Free Domain Adaptation
A3: Active Adversarial Alignment for Source-Free Domain Adaptation
Chrisantus Eze
Christopher Crick
30
0
0
27 Sep 2024
Towards the Mitigation of Confirmation Bias in Semi-supervised Learning:
  a Debiased Training Perspective
Towards the Mitigation of Confirmation Bias in Semi-supervised Learning: a Debiased Training Perspective
Yu Wang
Yuxuan Yin
Peng Li
33
0
0
26 Sep 2024
SCOMatch: Alleviating Overtrusting in Open-set Semi-supervised Learning
SCOMatch: Alleviating Overtrusting in Open-set Semi-supervised Learning
Zerun Wang
Liuyu Xiang
Lang Huang
Jiafeng Mao
Ling Xiao
Toshihiko Yamasaki
40
1
0
26 Sep 2024
Semi-LLIE: Semi-supervised Contrastive Learning with Mamba-based
  Low-light Image Enhancement
Semi-LLIE: Semi-supervised Contrastive Learning with Mamba-based Low-light Image Enhancement
Guanlin Li
Ke Zhang
Ting Wang
Ming Li
Bin Zhao
Xuelong Li
19
0
0
25 Sep 2024
Exploring Information-Theoretic Metrics Associated with Neural Collapse in Supervised Training
Exploring Information-Theoretic Metrics Associated with Neural Collapse in Supervised Training
Kun Song
Zhiquan Tan
Bochao Zou
Jiansheng Chen
Huimin Ma
Weiran Huang
42
1
0
25 Sep 2024
MalMixer: Few-Shot Malware Classification with Retrieval-Augmented Semi-Supervised Learning
MalMixer: Few-Shot Malware Classification with Retrieval-Augmented Semi-Supervised Learning
Eric Li
Yifan Zhang
Yu Huang
Kevin Leach
34
0
0
20 Sep 2024
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