Multimodality in Meta-Learning: A Comprehensive Survey

28 September 2021

Irwin King

Papers citing "Multimodality in Meta-Learning: A Comprehensive Survey"

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Title
Multimodal Deep Learning Cem Akkus Jiquan Ngiam Vladana Djakovic Steffen Jauch-Walser A. Khosla ... Jann Goschenhofer Honglak Lee A. Ng Daniel Schalk Matthias Aßenmacher 95 3,166 0 12 Jan 2023
Dizygotic Conditional Variational AutoEncoder for Multi-Modal and Partial Modality Absent Few-Shot Learning Yi Zhang Sheng Huang Xiao-song Peng Dan Yang 64 9 0 28 Jun 2021
Meta-Learning with Fewer Tasks through Task Interpolation Huaxiu Yao Linjun Zhang Chelsea Finn 76 56 0 04 Jun 2021
HetMAML: Task-Heterogeneous Model-Agnostic Meta-Learning for Few-Shot Learning Across Modalities Jiayi Chen Aidong Zhang 88 16 0 17 May 2021
SMIL: Multimodal Learning with Severely Missing Modality Mengmeng Ma Jian Ren Long Zhao Sergey Tulyakov Cathy H. Wu Xi Peng 88 255 0 09 Mar 2021
Task Aligned Generative Meta-learning for Zero-shot Learning Zhe Liu Yun Yvonna Li Lina Yao Xianzhi Wang Guodong Long VLM 55 36 0 03 Mar 2021
Graph-based Semi-supervised Learning: A Comprehensive Review Zixing Song Xiangli Yang Zenglin Xu Irwin King 125 204 0 26 Feb 2021
Meta-Learned Attribute Self-Gating for Continual Generalized Zero-Shot Learning Vinay Kumar Verma Kevin J. Liang Nikhil Mehta Lawrence Carin CLL VLM 69 5 0 23 Feb 2021
WILDS: A Benchmark of in-the-Wild Distribution Shifts Pang Wei Koh Shiori Sagawa Henrik Marklund Sang Michael Xie Marvin Zhang ... A. Kundaje Emma Pierson Sergey Levine Chelsea Finn Percy Liang OOD 170 1,428 0 14 Dec 2020
Direct multimodal few-shot learning of speech and images Leanne Nortje Herman Kamper SSL 46 10 0 10 Dec 2020
Cross-Modal Generalization: Learning in Low Resource Modalities via Meta-Alignment Paul Pu Liang Peter Wu Liu Ziyin Louis-Philippe Morency Ruslan Salakhutdinov 66 31 0 04 Dec 2020
AutoGraph: Automated Graph Neural Network Yaoman Li Irwin King GNN 36 44 0 23 Nov 2020
Multimodal Prototypical Networks for Few-shot Learning Frederik Pahde M. Puscas T. Klein Moin Nabi 48 90 0 17 Nov 2020
A Survey of Deep Meta-Learning Mike Huisman Jan N. van Rijn Aske Plaat 163 333 0 07 Oct 2020
Using Sensory Time-cue to enable Unsupervised Multimodal Meta-learning Qiong Liu Yanxia Zhang AI4TS 8 2 0 16 Sep 2020
Multimodal Aggregation Approach for Memory Vision-Voice Indoor Navigation with Meta-Learning Liqi Yan Dongfang Liu Yaoxian Song Changbin (Brad) Yu 51 14 0 01 Sep 2020
Improving Generalization in Meta-learning via Task Augmentation Huaxiu Yao Long-Kai Huang Linjun Zhang Ying Wei Li Tian James Zou Junzhou Huang Z. Li 80 83 0 26 Jul 2020
Meta-learning for Few-shot Natural Language Processing: A Survey Wenpeng Yin 61 78 0 19 Jul 2020
A Comprehensive Overview and Survey of Recent Advances in Meta-Learning Huimin Peng VLM OffRL 67 35 0 17 Apr 2020
Meta-Learning in Neural Networks: A Survey Timothy M. Hospedales Antreas Antoniou P. Micaelli Amos Storkey OOD 360 1,967 0 11 Apr 2020
Task Augmentation by Rotating for Meta-Learning Jialin Liu Chia-Wen Lin Chih-Min Lin 93 33 0 08 Feb 2020
Shaping Visual Representations with Language for Few-shot Classification Jesse Mu Percy Liang Noah D. Goodman VLM 33 49 0 06 Nov 2019
Multimodal Model-Agnostic Meta-Learning via Task-Aware Modulation Risto Vuorio Shao-Hua Sun Hexiang Hu Joseph J. Lim 87 218 0 30 Oct 2019
Generalized Inner Loop Meta-Learning Jaya Kumar Alageshan Brandon Amos A. Verma Phu Mon Htut Artem Molchanov Franziska Meier Douwe Kiela Kyunghyun Cho Soumith Chintala AI4CE 92 159 0 03 Oct 2019
Episode-based Prototype Generating Network for Zero-Shot Learning YunLong Yu Zhong Ji Zhongfei Zhang Jungong Han VLM 39 145 0 08 Sep 2019
Towards Understanding Generalization in Gradient-Based Meta-Learning Simon Guiroy Vikas Verma C. Pal 53 21 0 16 Jul 2019
Baby steps towards few-shot learning with multiple semantics Eli Schwartz Leonid Karlinsky Rogerio Feris Raja Giryes A. Bronstein VLM 93 106 0 05 Jun 2019
Image Deformation Meta-Networks for One-Shot Learning Z. Chen Yanwei Fu Yu-Xiong Wang Lin Ma Wei Liu M. Hebert 59 220 0 28 May 2019
Multimodal Transformer with Multi-View Visual Representation for Image Captioning Jun-chen Yu Jing Li Zhou Yu Qingming Huang ViT 61 383 0 20 May 2019
Edge-labeling Graph Neural Network for Few-shot Learning Jongmin Kim Taesup Kim Sungwoong Kim Chang D. Yoo 89 457 0 04 May 2019
Adaptive Cross-Modal Few-Shot Learning Chen Xing Negar Rostamzadeh Boris N. Oreshkin Pedro H. O. Pinheiro 132 272 0 19 Feb 2019
Learning from Multiple Cities: A Meta-Learning Approach for Spatial-Temporal Prediction Huaxiu Yao Yiding Liu Ying Wei Xianfeng Tang Z. Li AI4TS 161 224 0 24 Jan 2019
Unsupervised Meta-Learning For Few-Shot Image Classification Siavash Khodadadeh Ladislau Bölöni M. Shah SSL VLM 47 140 0 28 Nov 2018
Self Paced Adversarial Training for Multimodal Few-shot Learning Frederik Pahde O. Ostapenko P. Jähnichen T. Klein Moin Nabi 51 24 0 22 Nov 2018
Multimodal One-Shot Learning of Speech and Images Ryan Eloff H. Engelbrecht Herman Kamper SSL VLM 44 35 0 09 Nov 2018
Meta-Learning: A Survey Joaquin Vanschoren FedML OOD 60 763 0 08 Oct 2018
Meta-Learning with Latent Embedding Optimization Andrei A. Rusu Dushyant Rao Jakub Sygnowski Oriol Vinyals Razvan Pascanu Simon Osindero R. Hadsell 132 1,370 0 16 Jul 2018
Cross-modal Hallucination for Few-shot Fine-grained Recognition Frederik Pahde P. Jähnichen T. Klein Moin Nabi 60 21 0 13 Jun 2018
Multi-level Semantic Feature Augmentation for One-shot Learning Z. Chen Yanwei Fu Yinda Zhang Yu-Gang Jiang Xiangyang Xue Leonid Sigal 54 235 0 15 Apr 2018
On First-Order Meta-Learning Algorithms Alex Nichol Joshua Achiam John Schulman 221 2,229 0 08 Mar 2018
Low-Shot Learning from Imaginary Data Yu-Xiong Wang Ross B. Girshick M. Hebert Bharath Hariharan VLM 92 676 0 16 Jan 2018
A Generative Adversarial Approach for Zero-Shot Learning from Noisy Texts Yizhe Zhu Mohamed Elhoseiny Bingchen Liu Xi Peng Ahmed Elgammal VLM GAN 80 386 0 04 Dec 2017
Feature Generating Networks for Zero-Shot Learning Yongqin Xian Tobias Lorenz Bernt Schiele Zeynep Akata GAN VLM 60 931 0 04 Dec 2017
Learning to Compare: Relation Network for Few-Shot Learning Flood Sung Yongxin Yang Li Zhang Tao Xiang Philip Torr Timothy M. Hospedales 263 4,042 0 16 Nov 2017
Data Augmentation Generative Adversarial Networks Antreas Antoniou Amos Storkey Harrison Edwards MedIm GAN 129 1,070 0 12 Nov 2017
Few-Shot Learning with Graph Neural Networks Victor Garcia Satorras Joan Bruna GNN 167 1,239 0 10 Nov 2017
Improving One-Shot Learning through Fusing Side Information Yao-Hung Hubert Tsai Ruslan Salakhutdinov FedML 19 51 0 23 Oct 2017
Recent Trends in Deep Learning Based Natural Language Processing Tom Young Devamanyu Hazarika Soujanya Poria Min Zhang 73 2,834 0 09 Aug 2017
Multimodal Machine Learning: A Survey and Taxonomy T. Baltrušaitis Chaitanya Ahuja Louis-Philippe Morency 77 2,917 0 26 May 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 277 8,114 0 15 Mar 2017