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2104.07841
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Pareto Self-Supervised Training for Few-Shot Learning
Computer Vision and Pattern Recognition (CVPR), 2021
16 April 2021
Ruihao Zhang
Jixie Ge
Heshen Zhan
Siteng Huang
Xuetao Zhang
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Papers citing
"Pareto Self-Supervised Training for Few-Shot Learning"
50 / 51 papers shown
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X. Yang
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LRM
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24 May 2025
Enhancing Environmental Robustness in Few-shot Learning via Conditional Representation Learning
IEEE Transactions on Image Processing (IEEE TIP), 2025
Qianyu Guo
Jingrong Wu
Tianxing Wu
Hongru Wang
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365
1
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03 Feb 2025
Scaling Laws Across Model Architectures: A Comparative Analysis of Dense and MoE Models in Large Language Models
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284
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Identification of Prognostic Biomarkers for Stage III Non-Small Cell Lung Carcinoma in Female Nonsmokers Using Machine Learning
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Qimin Zhang
Yiru Gong
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Shaohan Chen
422
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28 Aug 2024
Leveraging Invariant Principle for Heterophilic Graph Structure Distribution Shifts
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Ruihao Zhang
Teng Xiao
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Yong Lin
Kun Kuang
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18 Aug 2024
Advanced User Credit Risk Prediction Model using LightGBM, XGBoost and Tabnet with SMOTEENN
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Yixin Jin
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07 Aug 2024
Siamese Transformer Networks for Few-shot Image Classification
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Multi-Scenario Combination Based on Multi-Agent Reinforcement Learning to Optimize the Advertising Recommendation System
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359
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Jin Cao
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Yongshun Xu
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Yinxin Jin
Mengran Zhu
342
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06 Jun 2024
Research on the Application of Computer Vision Based on Deep Learning in Autonomous Driving Technology
Jingyu Zhang
Jin Cao
Jinghao Chang
Xinjin Li
Houze Liu
Zhenglin Li
488
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01 Jun 2024
Towards SAR Automatic Target Recognition MultiCategory SAR Image Classification Based on Light Weight Vision Transformer
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Guibin Zhao
Pengfei Li
Zhibo Zhang
Fusen Guo
Xueting Huang
Wei Xu
Jinyin Wang
Jianlong Chen
491
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18 May 2024
Class-relevant Patch Embedding Selection for Few-Shot Image Classification
Weihao Jiang
Haoyang Cui
Kun He
VLM
326
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06 May 2024
Intra-task Mutual Attention based Vision Transformer for Few-Shot Learning
Weihao Jiang
Yu Xie
Kun He
ViT
410
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06 May 2024
Learning to Reweight for Graph Neural Network
Ruihao Zhang
Teng Xiao
Kun Kuang
Zheqi Lv
Min Zhang
Jinluan Yang
Chengqiang Lu
Hongxia Yang
Leilei Gan
OOD
282
1
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19 Dec 2023
Prompt-based Distribution Alignment for Unsupervised Domain Adaptation
AAAI Conference on Artificial Intelligence (AAAI), 2023
Shuanghao Bai
Min Zhang
Wanqi Zhou
Siteng Huang
Zhirong Luan
Donglin Wang
Badong Chen
OOD
VLM
396
96
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15 Dec 2023
GeNIe: Generative Hard Negative Images Through Diffusion
Soroush Abbasi Koohpayegani
Anuj Singh
K. Navaneet
Hadi Jamali Rad
Hamed Pirsiavash
VLM
DiffM
384
7
0
05 Dec 2023
Learning How to Propagate Messages in Graph Neural Networks
Knowledge Discovery and Data Mining (KDD), 2021
Teng Xiao
Ruihao Zhang
Xuetao Zhang
Suhang Wang
GNN
398
86
0
01 Oct 2023
Graph Contrastive Learning Meets Graph Meta Learning: A Unified Method for Few-shot Node Tasks
The Web Conference (WWW), 2023
Hao Liu
Jiarui Feng
Lecheng Kong
Dacheng Tao
Yixin Chen
Muhan Zhang
OffRL
241
14
0
19 Sep 2023
Task-Oriented Channel Attention for Fine-Grained Few-Shot Classification
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Subeen Lee
WonJun Moon
Hyun Seok Seong
Jae-Pil Heo
338
7
0
28 Jul 2023
Clustered-patch Element Connection for Few-shot Learning
International Joint Conference on Artificial Intelligence (IJCAI), 2023
Jinxiang Lai
Siqian Yang
Junhong Zhou
Wenlong Wu
Xiao Chen
Jun Liu
Bin-Bin Gao
Chengjie Wang
392
15
0
20 Apr 2023
Supervised Masked Knowledge Distillation for Few-Shot Transformers
Computer Vision and Pattern Recognition (CVPR), 2023
Hanxi Lin
G. Han
Jiawei Ma
Shiyuan Huang
Xudong Lin
Shih-Fu Chang
440
53
0
25 Mar 2023
SpatialFormer: Semantic and Target Aware Attentions for Few-Shot Learning
AAAI Conference on Artificial Intelligence (AAAI), 2023
Jinxiang Lai
Siqian Yang
Wenlong Wu
Taojing Wu
Guannan Jiang
...
Jun Liu
Bin-Bin Gao
Wei Zhang
Yuan Xie
Chengjie Wang
240
20
0
15 Mar 2023
Deep Transfer Tensor Factorization for Multi-View Learning
Penghao Jiang
Ke Xin
Chunxi Li
216
0
0
13 Feb 2023
RankDNN: Learning to Rank for Few-shot Learning
AAAI Conference on Artificial Intelligence (AAAI), 2022
Qianyu Guo
Hongtong Gong
Xu Wei
Yanwei Fu
Weifeng Ge
Yizhou Yu
Wenqiang Zhang
487
27
0
28 Nov 2022
Rethinking the Metric in Few-shot Learning: From an Adaptive Multi-Distance Perspective
ACM Multimedia (ACM MM), 2022
Jinxiang Lai
Siqian Yang
Guannan Jiang
Xi-Zhao Wang
Yuxi Li
...
Jing Liu
Bin-Bin Gao
Wei Zhang
Yuan Xie
Chengjie Wang
266
9
0
02 Nov 2022
tSF: Transformer-based Semantic Filter for Few-Shot Learning
European Conference on Computer Vision (ECCV), 2022
Jinxiang Lai
Siqian Yang
Wenlong Liu
Yi Zeng
Zhongyi Huang
Wenlong Wu
Jun Liu
Bin-Bin Gao
Chengjie Wang
VLM
195
26
0
02 Nov 2022
Multi-task Self-supervised Graph Neural Networks Enable Stronger Task Generalization
International Conference on Learning Representations (ICLR), 2022
Mingxuan Ju
Tong Zhao
Qianlong Wen
Wenhao Yu
Neil Shah
Yanfang Ye
Chuxu Zhang
SSL
488
52
0
05 Oct 2022
Few-Shot Classification with Contrastive Learning
European Conference on Computer Vision (ECCV), 2022
Zhanyuan Yang
Jinghua Wang
Ying J. Zhu
OODD
MQ
325
78
0
17 Sep 2022
KSG: Knowledge and Skill Graph
International Conference on Information and Knowledge Management (CIKM), 2022
Feng Zhao
Ziqi Zhang
Xuetao Zhang
287
4
0
13 Sep 2022
Not All Instances Contribute Equally: Instance-adaptive Class Representation Learning for Few-Shot Visual Recognition
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022
M. Han
Yibing Zhan
Yong Luo
Bo Du
Han Hu
Yonggang Wen
Dacheng Tao
241
8
0
07 Sep 2022
Label-Efficient Domain Generalization via Collaborative Exploration and Generalization
ACM Multimedia (ACM MM), 2022
Junkun Yuan
Xu Ma
Defang Chen
Kun Kuang
Leilei Gan
Lanfen Lin
244
31
0
07 Aug 2022
Self-Supervision Can Be a Good Few-Shot Learner
European Conference on Computer Vision (ECCV), 2022
Yuning Lu
Liangjiang Wen
Jianzhuang Liu
Yajing Liu
Xinmei Tian
SSL
292
56
0
19 Jul 2022
Few-shot Fine-grained Image Classification via Multi-Frequency Neighborhood and Double-cross Modulation
IEEE transactions on multimedia (IEEE TMM), 2022
Hegui Zhu
Zhan Gao
Jiayi Wang
Yangqiaoyu Zhou
Chengqing Li
378
29
0
18 Jul 2022
Tree Structure-Aware Few-Shot Image Classification via Hierarchical Aggregation
European Conference on Computer Vision (ECCV), 2022
Hao Fei
Siteng Huang
Wenbin Li
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VLM
239
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14 Jul 2022
Task Discrepancy Maximization for Fine-grained Few-Shot Classification
Computer Vision and Pattern Recognition (CVPR), 2022
Subeen Lee
WonJun Moon
Jae-Pil Heo
322
85
0
04 Jul 2022
Rethinking Generalization in Few-Shot Classification
Neural Information Processing Systems (NeurIPS), 2022
Markus Hiller
Rongkai Ma
Mehrtash Harandi
Tom Drummond
OCL
VLM
480
103
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15 Jun 2022
Decoupled Self-supervised Learning for Non-Homophilous Graphs
Teng Xiao
Ruihao Zhang
Zhimeng Guo
Zeyang Zhuang
Suhang Wang
BDL
SSL
378
19
0
07 Jun 2022
Stochastic Multiple Target Sampling Gradient Descent
Neural Information Processing Systems (NeurIPS), 2022
Hoang Phan
Ngoc N. Tran
Trung Le
Toan M. Tran
Nhat Ho
Dinh Q. Phung
368
16
0
04 Jun 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities
ACM Computing Surveys (ACM CSUR), 2022
Yisheng Song
Ting-Yuan Wang
S. Mondal
J. P. Sahoo
SLR
476
651
0
13 May 2022
Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning
Computer Vision and Pattern Recognition (CVPR), 2022
Yang He
Weihan Liang
Dongyang Zhao
Hong-Yu Zhou
Weifeng Ge
Yizhou Yu
Wenqiang Zhang
ViT
298
63
0
17 Mar 2022
MetaDT: Meta Decision Tree with Class Hierarchy for Interpretable Few-Shot Learning
Baoquan Zhang
Hao Jiang
Xutao Li
Shanshan Feng
Yunming Ye
Rui Ye
354
5
0
03 Mar 2022
Dual Path Structural Contrastive Embeddings for Learning Novel Objects
Bingbin Li
E. Cui
Yanan Li
Donghui Wang
Weng Kee Wong
245
1
0
23 Dec 2021
Hybrid Graph Neural Networks for Few-Shot Learning
Tianyuan Yu
Sen He
Yi-Zhe Song
Tao Xiang
239
77
0
13 Dec 2021
Inferring Prototypes for Multi-Label Few-Shot Image Classification with Word Vector Guided Attention
Kun Yan
Chenbin Zhang
Jun Hou
Ping Wang
Zied Bouraoui
Shoaib Jameel
Steven Schockaert
274
27
0
02 Dec 2021
Sparse Spatial Transformers for Few-Shot Learning
Science China Information Sciences (Sci China Inf Sci), 2021
Haoxing Chen
Huaxiong Li
Yaohui Li
Chunlin Chen
ViT
280
46
0
27 Sep 2021
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