Communities
Connect sessions
AI calendar
Organizations
Join Slack
Contact Sales
Search
Open menu
Home
Papers
1807.05960
Cited By
v1
v2
v3 (latest)
Meta-Learning with Latent Embedding Optimization
International Conference on Learning Representations (ICLR), 2018
16 July 2018
Andrei A. Rusu
Dushyant Rao
Jakub Sygnowski
Oriol Vinyals
Razvan Pascanu
Simon Osindero
R. Hadsell
Re-assign community
ArXiv (abs)
PDF
HTML
Papers citing
"Meta-Learning with Latent Embedding Optimization"
50 / 702 papers shown
Few-Shot Learning Meets Transformer: Unified Query-Support Transformers for Few-Shot Classification
Xixi Wang
Tianlin Li
Bo Jiang
Bin Luo
294
57
0
26 Aug 2022
FS-BAN: Born-Again Networks for Domain Generalization Few-Shot Classification
IEEE Transactions on Image Processing (IEEE TIP), 2022
Yunqing Zhao
Ngai-Man Cheung
BDL
268
19
0
23 Aug 2022
Transductive Decoupled Variational Inference for Few-Shot Classification
Ashutosh Kumar Singh
Hadi Jamali Rad
BDL
VLM
284
18
0
22 Aug 2022
HyperTime: Implicit Neural Representation for Time Series
Elizabeth Fons
Alejandro Sztrajman
Yousef El-Laham
Alexandros Iosifidis
Svitlana Vyetrenko
AI4TS
155
30
0
11 Aug 2022
Memorizing Complementation Network for Few-Shot Class-Incremental Learning
IEEE Transactions on Image Processing (IEEE TIP), 2022
Zhong Ji
Zhi Hou
Xiyao Liu
Yanwei Pang
Xuelong Li
CLL
161
64
0
11 Aug 2022
Gradient-based Bi-level Optimization for Deep Learning: A Survey
Can Chen
Xiangshan Chen
Chen Ma
Zixuan Liu
Xue Liu
507
45
0
24 Jul 2022
Kernel Relative-prototype Spectral Filtering for Few-shot Learning
European Conference on Computer Vision (ECCV), 2022
Tao Zhang
Wu Huang
184
16
0
24 Jul 2022
Self-Support Few-Shot Semantic Segmentation
European Conference on Computer Vision (ECCV), 2022
Qi Fan
Wenjie Pei
Yu-Wing Tai
Chi-Keung Tang
246
190
0
23 Jul 2022
Inductive and Transductive Few-Shot Video Classification via Appearance and Temporal Alignments
European Conference on Computer Vision (ECCV), 2022
Khoi Duc Minh Nguyen
Quoc-Huy Tran
Khoi Nguyen
Binh-Son Hua
Rang Nguyen
276
38
0
21 Jul 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
245
50
0
19 Jul 2022
Few-shot Open-set Recognition Using Background as Unknowns
ACM Multimedia (ACM MM), 2022
Nan Song
Chi Zhang
Guosheng Lin
VLM
SSL
155
15
0
19 Jul 2022
Bayesian Evidential Learning for Few-Shot Classification
Xiongkun Linghu
Yan Bai
Yihang Lou
Shengsen Wu
Jinze Li
Jianzhong He
Tao Bai
BDL
EDL
UQCV
147
2
0
19 Jul 2022
Cross-Domain Cross-Set Few-Shot Learning via Learning Compact and Aligned Representations
European Conference on Computer Vision (ECCV), 2022
Wentao Chen
Zheng Zhang
Wei Wang
Liang Wang
Zilei Wang
Tieniu Tan
194
11
0
16 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
Xuetao Zhang
VLM
147
35
0
14 Jul 2022
Few-Example Clustering via Contrastive Learning
M-U Jang
Sae-Young Chung
184
0
0
08 Jul 2022
Diagnosing and Remedying Shot Sensitivity with Cosine Few-Shot Learners
Davis Wertheimer
Luming Tang
Bharath Hariharan
280
0
0
07 Jul 2022
Adaptive Fine-Grained Sketch-Based Image Retrieval
European Conference on Computer Vision (ECCV), 2022
A. Bhunia
Aneeshan Sain
Parth Shah
Animesh Gupta
Pinaki Nath Chowdhury
Tao Xiang
Yi-Zhe Song
439
24
0
04 Jul 2022
Learning Cross-Image Object Semantic Relation in Transformer for Few-Shot Fine-Grained Image Classification
ACM Multimedia (ACM MM), 2022
Bo Zhang
Jiakang Yuan
Baopu Li
Tao Chen
Jiayuan Fan
Ding Wang
ViT
272
42
0
02 Jul 2022
C
∗
C^*
C
∗
-algebra Net: A New Approach Generalizing Neural Network Parameters to
C
∗
C^*
C
∗
-algebra
Yuka Hashimoto
Zhao Wang
Tomoko Matsui
141
9
0
20 Jun 2022
EEML: Ensemble Embedded Meta-learning
WISE (WISE), 2022
Geng Li
Boyuan Ren
Hongzhi Wang
FedML
192
2
0
18 Jun 2022
Provable Generalization of Overparameterized Meta-learning Trained with SGD
Neural Information Processing Systems (NeurIPS), 2022
Yu Huang
Yingbin Liang
Longbo Huang
MLT
289
13
0
18 Jun 2022
Self-Adaptive Label Augmentation for Semi-supervised Few-shot Classification
Xueliang Wang
Jianyu Cai
Shuiwang Ji
Houqiang Li
Feng Wu
Jie Wang
108
0
0
16 Jun 2022
Channel Importance Matters in Few-Shot Image Classification
International Conference on Machine Learning (ICML), 2022
Xu Luo
Jing Xu
Zenglin Xu
VLM
245
56
0
16 Jun 2022
Lessons learned from the NeurIPS 2021 MetaDL challenge: Backbone fine-tuning without episodic meta-learning dominates for few-shot learning image classification
Neural Information Processing Systems (NeurIPS), 2022
Adrian El Baz
Ihsan Ullah
Edesio Alcobaça
André C. P. L. F. de Carvalho
Hong Chen
...
Ekrem Öztürk
J. V. Rijn
Haozhe Sun
Xin Wang
Wenwu Zhu
219
13
0
15 Jun 2022
Rethinking Generalization in Few-Shot Classification
Neural Information Processing Systems (NeurIPS), 2022
Markus Hiller
Rongkai Ma
Mehrtash Harandi
Tom Drummond
OCL
VLM
346
84
0
15 Jun 2022
On Enforcing Better Conditioned Meta-Learning for Rapid Few-Shot Adaptation
Neural Information Processing Systems (NeurIPS), 2022
Markus Hiller
Mehrtash Harandi
Tom Drummond
AI4CE
144
9
0
15 Jun 2022
Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning
Neural Information Processing Systems (NeurIPS), 2022
Yanpeng Sun
Qiang Chen
Xiangyu He
Jian Wang
Haocheng Feng
Junyu Han
Errui Ding
Jian Cheng
Zechao Li
Jingdong Wang
240
75
0
13 Jun 2022
Meta Optimal Transport
International Conference on Machine Learning (ICML), 2022
Brandon Amos
Samuel N. Cohen
Giulia Luise
I. Redko
OT
315
27
0
10 Jun 2022
Learning the Space of Deep Models
International Conference on Pattern Recognition (ICPR), 2022
G. Berardi
Luca de Luigi
Samuele Salti
Luigi Di Stefano
SSL
128
3
0
10 Jun 2022
Learning to generate imaginary tasks for improving generalization in meta-learning
Yichen Wu
Long-Kai Huang
Ying Wei
OOD
116
0
0
09 Jun 2022
POODLE: Improving Few-shot Learning via Penalizing Out-of-Distribution Samples
Neural Information Processing Systems (NeurIPS), 2022
Duong H. Le
Khoi Duc Minh Nguyen
Khoi Nguyen
Quoc-Huy Tran
Rang Nguyen
Binh-Son Hua
OODD
177
41
0
08 Jun 2022
FHIST: A Benchmark for Few-shot Classification of Histological Images
Fereshteh Shakeri
Malik Boudiaf
S. Mohammadi
Ivaxi Sheth
Mohammad Havaei
Ismail Ben Ayed
Samira Ebrahimi Kahou
OOD
VLM
181
28
0
31 May 2022
Few-Shot Diffusion Models
Giorgio Giannone
Didrik Nielsen
Ole Winther
DiffM
348
55
0
30 May 2022
Task-Prior Conditional Variational Auto-Encoder for Few-Shot Image Classification
Zaiyun Yang
VLM
DRL
180
1
0
30 May 2022
PREF: Phasorial Embedding Fields for Compact Neural Representations
Binbin Huang
Xinhao Yan
Anpei Chen
Shenghua Gao
Jingyi Yu
343
14
0
26 May 2022
Set-based Meta-Interpolation for Few-Task Meta-Learning
Neural Information Processing Systems (NeurIPS), 2022
Seanie Lee
Bruno Andreis
Kenji Kawaguchi
Juho Lee
Sung Ju Hwang
221
12
0
20 May 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
368
562
0
13 May 2022
Beyond backpropagation: bilevel optimization through implicit differentiation and equilibrium propagation
Neural Computation (Neural Comput.), 2022
Nicolas Zucchet
João Sacramento
367
32
0
06 May 2022
Autonomy and Intelligence in the Computing Continuum: Challenges, Enablers, and Future Directions for Orchestration
Henna Kokkonen
Lauri Lovén
Naser Hossein Motlagh
Abhishek Kumar
Juha Partala
...
M. Bennis
Sasu Tarkoma
Schahram Dustdar
Susanna Pirttikangas
J. Riekki
341
35
0
03 May 2022
Meta-free few-shot learning via representation learning with weight averaging
IEEE International Joint Conference on Neural Network (IJCNN), 2022
Kuilin Chen
Chi-Guhn Lee
192
6
0
26 Apr 2022
Realistic Evaluation of Transductive Few-Shot Learning
Neural Information Processing Systems (NeurIPS), 2022
Olivier Veilleux
Malik Boudiaf
Pablo Piantanida
Ismail Ben Ayed
204
43
0
24 Apr 2022
Reinforcing Generated Images via Meta-learning for One-Shot Fine-Grained Visual Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Satoshi Tsutsui
Yanwei Fu
David J. Crandall
GAN
146
18
0
22 Apr 2022
Neural Processes with Stochastic Attention: Paying more attention to the context dataset
International Conference on Learning Representations (ICLR), 2022
Mingyu Kim
Kyeongryeol Go
Se-Young Yun
149
20
0
11 Apr 2022
Powering Finetuning in Few-Shot Learning: Domain-Agnostic Bias Reduction with Selected Sampling
AAAI Conference on Artificial Intelligence (AAAI), 2022
R. Tao
Han Zhang
Yutong Zheng
Marios Savvides
238
25
0
07 Apr 2022
Few-Shot Forecasting of Time-Series with Heterogeneous Channels
L. Brinkmeyer
Rafael Rêgo Drumond
Johannes Burchert
Lars Schmidt-Thieme
AI4TS
204
12
0
07 Apr 2022
Context-aware Visual Tracking with Joint Meta-updating
Qiuhong Shen
Xin Li
Fanyang Meng
Yongsheng Liang
163
3
0
04 Apr 2022
Attribute Prototype Network for Any-Shot Learning
International Journal of Computer Vision (IJCV), 2022
Wenjia Xu
Yongqin Xian
Jiuniu Wang
Bernt Schiele
Zeynep Akata
VLM
184
45
0
04 Apr 2022
Learning to Accelerate by the Methods of Step-size Planning
Hengshuai Yao
393
0
0
01 Apr 2022
Integrative Few-Shot Learning for Classification and Segmentation
Computer Vision and Pattern Recognition (CVPR), 2022
Dahyun Kang
Minsu Cho
VLM
232
75
0
29 Mar 2022
Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches
Computer Vision and Pattern Recognition (CVPR), 2022
A. Bhunia
Viswanatha Reddy Gajjala
Subhadeep Koley
Rohit Kundu
Aneeshan Sain
Tao Xiang
Yi-Zhe Song
CLL
246
33
0
28 Mar 2022
Previous
1
2
3
4
5
6
...
13
14
15
Next
