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Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks

9 March 2017

Pieter Abbeel

Papers citing "Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks"

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Title
Meta-Reinforcement Learning via Language Instructions Zhenshan Bing A. Koch Xiangtong Yao Kai-Qi Huang Alois C. Knoll LM&Ro 122 19 0 11 Sep 2022
Adaptive Meta-learner via Gradient Similarity for Few-shot Text Classification Tianyi Lei Honghui Hu Qiaoyang Luo Dezhong Peng Xu Wang 75 12 0 10 Sep 2022
Simple and Effective Gradient-Based Tuning of Sequence-to-Sequence Models Jared Lichtarge Chris Alberti Shankar Kumar 88 4 0 10 Sep 2022
Stochastic Compositional Optimization with Compositional Constraints Shuoguang Yang Wei You Zhe Zhang Ethan X. Fang 80 3 0 09 Sep 2022
Task-Agnostic Learning to Accomplish New Tasks Xianqi Zhang Xingtao Wang Xu Liu Wenrui Wang Xiaopeng Fan Debin Zhao OffRL 138 0 0 09 Sep 2022
Multi-NeuS: 3D Head Portraits from Single Image with Neural Implicit Functions Egor Burkov Ruslan Rakhimov Aleksandr Safin Evgeny Burnaev Victor Lempitsky 3DH 134 7 0 07 Sep 2022
A Novel Semi-supervised Meta Learning Method for Subject-transfer Brain-computer Interface Jingcong Li Fei Wang Haiyun Huang Feifei Qi Jiahui Pan 66 32 0 07 Sep 2022
Multitask Learning via Shared Features: Algorithms and Hardness Konstantina Bairaktari Guy Blanc Li-Yang Tan Jonathan R. Ullman Lydia Zakynthinou 42 3 0 07 Sep 2022
Not All Instances Contribute Equally: Instance-adaptive Class Representation Learning for Few-Shot Visual Recognition M. Han Yibing Zhan Yong Luo Bo Du Han Hu Yonggang Wen Dacheng Tao 76 6 0 07 Sep 2022
Difficulty-Net: Learning to Predict Difficulty for Long-Tailed Recognition Saptarshi Sinha Hiroki Ohashi 117 6 0 07 Sep 2022
A Study on Representation Transfer for Few-Shot Learning Chun-Nam Yu Yi Xie SSL 49 1 0 05 Sep 2022
REQA: Coarse-to-fine Assessment of Image Quality to Alleviate the Range Effect Bingheng Li Fushuo Huo 92 12 0 05 Sep 2022
Generalization in Neural Networks: A Broad Survey Chris Rohlfs OOD AI4CE 67 7 0 04 Sep 2022
Scalable Adversarial Online Continual Learning T. Dam Mahardhika Pratama Md Meftahul Ferdaus S. Anavatti Hussein Abbas CLL 83 3 0 04 Sep 2022
Meta-Learning with Less Forgetting on Large-Scale Non-Stationary Task Distributions Zhenyi Wang Li Shen Le Fang Qiuling Suo Dongling Zhan Tiehang Duan Mingchen Gao OOD CLL 62 16 0 03 Sep 2022
Dynamic Spatio-Temporal Specialization Learning for Fine-Grained Action Recognition Tianjiao Li Lin Geng Foo Qiuhong Ke Hossein Rahmani Anran Wang Jinghua Wang Jing Liu 81 23 0 03 Sep 2022
Class-Specific Channel Attention for Few-Shot Learning Ying-Cong Chen J. Hsieh Ming-Ching Chang 92 0 0 03 Sep 2022
Future Gradient Descent for Adapting the Temporal Shifting Data Distribution in Online Recommendation Systems Mao Ye Ruichen Jiang Haoxiang Wang Dhruv Choudhary Xiaocong Du Bhargav Bhushanam Aryan Mokhtari A. Kejariwal Qiang Liu TTA OOD AI4TS 79 8 0 02 Sep 2022
Hierarchical Relational Learning for Few-Shot Knowledge Graph Completion Han Wu Jie Yin B. Rajaratnam Jianyuan Guo 150 10 0 02 Sep 2022
The Neural Process Family: Survey, Applications and Perspectives Saurav Jha Dong Gong Xuesong Wang Richard Turner L. Yao BDL 162 24 0 01 Sep 2022
NeurIPS'22 Cross-Domain MetaDL competition: Design and baseline results Dustin Carrión-Ojeda Hong Chen Adrian El Baz Sergio Escalera Chaoyu Guan Isabelle M Guyon I. Ullah Xin Eric Wang Wenwu Zhu VLM 67 6 0 31 Aug 2022
Online Meta-Learning for Model Update Aggregation in Federated Learning for Click-Through Rate Prediction Xianghang Liu Bartlomiej Twardowski Tri Kurniawan Wijaya FedML 72 2 0 30 Aug 2022
Prompt Tuning with Soft Context Sharing for Vision-Language Models Kun Ding Ying Wang Pengzhang Liu Qiang Yu Hao Zhang Shiming Xiang Chunhong Pan VPVLM VLM 77 15 0 29 Aug 2022
Unsupervised Representation Learning in Deep Reinforcement Learning: A Review N. Botteghi M. Poel C. Brune SSL OffRL 99 13 0 27 Aug 2022
Tensor Decomposition based Personalized Federated Learning Qing Wang Jing Jin Xiaofeng Liu Huixuan Zong Yunfeng Shao Yinchuan Li FedML 82 3 0 27 Aug 2022
Disentangle and Remerge: Interventional Knowledge Distillation for Few-Shot Object Detection from A Conditional Causal Perspective Jiangmeng Li Yanan Zhang Jingyao Wang Hui Xiong Chengbo Jiao Xiaohui Hu Changwen Zheng Gang Hua CML 112 30 0 26 Aug 2022
Meta Objective Guided Disambiguation for Partial Label Learning B. Zou Ming-Kun Xie Sheng-Jun Huang 74 0 0 26 Aug 2022
Expanding continual few-shot learning benchmarks to include recognition of specific instances Gideon Kowadlo Abdelrahman Ahmed Amir Mayan D. Rawlinson CLL 52 0 0 26 Aug 2022
Few-Shot Learning Meets Transformer: Unified Query-Support Transformers for Few-Shot Classification Xixi Wang Tianlin Li Bo Jiang Bin Luo 116 46 0 26 Aug 2022
A model-based approach to meta-Reinforcement Learning: Transformers and tree search Brieuc Pinon Jean-Charles Delvenne Raphaël Jungers OffRL 69 3 0 24 Aug 2022
Adversarial Feature Augmentation for Cross-domain Few-shot Classification Yan Hu A. J. Ma 101 51 0 23 Aug 2022
FS-BAN: Born-Again Networks for Domain Generalization Few-Shot Classification Yunqing Zhao Ngai-Man Cheung BDL 65 13 0 23 Aug 2022
Learning More May Not Be Better: Knowledge Transferability in Vision and Language Tasks Tianwei Chen Noa Garcia Mayu Otani Chenhui Chu Yuta Nakashima Hajime Nagahara VLM 56 0 0 23 Aug 2022
Quantum Multi-Agent Meta Reinforcement Learning Won Joon Yun Jihong Park Joongheon Kim 96 39 0 22 Aug 2022
Transductive Decoupled Variational Inference for Few-Shot Classification Ashutosh Kumar Singh Hadi Jamali Rad BDL VLM 112 17 0 22 Aug 2022
Meta-Causal Feature Learning for Out-of-Distribution Generalization Yuqing Wang Xiangxian Li Zhuang Qi Jingyu Li Xuelong Li Xiangxu Meng Lei Meng OOD OODD BDL 100 25 0 22 Aug 2022
Recent Advances in Text-to-SQL: A Survey of What We Have and What We Expect Naihao Deng Yulong Chen Yue Zhang 85 53 0 22 Aug 2022
MetaRF: Differentiable Random Forest for Reaction Yield Prediction with a Few Trails Ke Chen Guangyong Chen Junyou Li Yuansheng Huang Pheng-Ann Heng 41 0 0 22 Aug 2022
Reference-Limited Compositional Zero-Shot Learning Siteng Huang Qiyao Wei Donglin Wang CoGe 84 4 0 22 Aug 2022
Towards Robust Drone Vision in the Wild Xiaoyu Lin SupR 53 0 0 21 Aug 2022
Learning Primitive-aware Discriminative Representations for Few-shot Learning Jianpeng Yang Yuhang Niu Xuemei Xie G. Shi 65 1 0 20 Aug 2022
$Meta Learning for High-dimensional Ising Model Selection Using $\ell_1$-regularized Logistic Regression$ Meta Learning for High-dimensional Ising Model Selection Using $\ell_1$ -regularized Logistic Regression Huiming Xie Jean Honorio 124 1 0 19 Aug 2022
Hierarchical Compositional Representations for Few-shot Action Recognition Chang-bo Li Jie Zhang Shuzhe Wu Xin Jin Shiguang Shan 86 23 0 19 Aug 2022
Meta-Learning Online Control for Linear Dynamical Systems Deepan Muthirayan D. Kalathil Pramod P. Khargonekar 83 7 0 18 Aug 2022
Prompt Vision Transformer for Domain Generalization Zangwei Zheng Xiangyu Yue Kai Wang Yang You VLM VPVLM MDE 126 54 0 18 Aug 2022
Open Long-Tailed Recognition in a Dynamic World Ziwei Liu Zhongqi Miao Xiaohang Zhan Jiayun Wang Boqing Gong Stella X. Yu VLM 90 21 0 17 Aug 2022
Gradient-Based Meta-Learning Using Uncertainty to Weigh Loss for Few-Shot Learning Lin Ding Peng Liu Wenfeng Shen Weijia Lu Shengbo Chen UQCV 34 3 0 17 Aug 2022
Constrained Few-Shot Learning: Human-Like Low Sample Complexity Learning and Non-Episodic Text Classification Jaron Mar Jiamou Liu 86 2 0 17 Aug 2022
Cross-Domain Few-Shot Classification via Inter-Source Stylization Huali Xu Shuaifeng Zhi Li Liu 102 4 0 17 Aug 2022
A Walk in the Park: Learning to Walk in 20 Minutes With Model-Free Reinforcement Learning Laura M. Smith Ilya Kostrikov Sergey Levine OffRL 73 105 0 16 Aug 2022