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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
One-shot skill assessment in high-stakes domains with limited data via meta learning Erim Yanik Steven D. Schwaitzberg Gene Yang Xavier Intes Jack Norfleet Matthew Hackett S. De 97 4 0 16 Dec 2022
MetaPortrait: Identity-Preserving Talking Head Generation with Fast Personalized Adaptation Bo Zhang Chenyang Qi Pan Zhang Bo Zhang Hsiang-Tao Wu Dong Chen Qifeng Chen Yong Wang Fang Wen 117 59 0 15 Dec 2022
Meta-Learned Kernel For Blind Super-Resolution Kernel Estimation Royson Lee Rui Li Stylianos I. Venieris Timothy M. Hospedales Ferenc Huszár Nicholas D. Lane SupR 41 5 0 15 Dec 2022
Differentiating Nonsmooth Solutions to Parametric Monotone Inclusion Problems Jérôme Bolte Edouard Pauwels Antonio Silveti-Falls 63 13 0 15 Dec 2022
Transformers learn in-context by gradient descent J. Oswald Eyvind Niklasson E. Randazzo João Sacramento A. Mordvintsev A. Zhmoginov Max Vladymyrov MLT 148 497 0 15 Dec 2022
Proposal Distribution Calibration for Few-Shot Object Detection Bohao Li Chang-rui Liu Mengnan Shi Xiaozhong Chen Xiang Ji QiXiang Ye ObjD 84 6 0 15 Dec 2022
Learning useful representations for shifting tasks and distributions Jianyu Zhang Léon Bottou OOD 76 14 0 14 Dec 2022
Diverse Demonstrations Improve In-context Compositional Generalization Itay Levy Ben Bogin Jonathan Berant 96 146 0 13 Dec 2022
A Statistical Model for Predicting Generalization in Few-Shot Classification Yassir Bendou Vincent Gripon Bastien Pasdeloup Lukas Mauch Stefan Uhlich Fabien Cardinaux G. B. Hacene Javier Alonso García 89 2 0 13 Dec 2022
Transductive Linear Probing: A Novel Framework for Few-Shot Node Classification Zhen Tan Song Wang Kaize Ding Jundong Li Huan Liu 85 26 0 11 Dec 2022
Cap2Aug: Caption guided Image to Image data Augmentation Aniket Roy Anshul B. Shah Ketul Shah Anirban Roy Rama Chellappa DiffM 68 0 0 11 Dec 2022
Task-Adaptive Meta-Learning Framework for Advancing Spatial Generalizability Zhexiong Liu Licheng Liu Yiqun Xie Zhenong Jin X. Jia 89 8 0 10 Dec 2022
Multimodal Prototype-Enhanced Network for Few-Shot Action Recognition Xin Ni Yong Liu Hao Wen Yatai Ji Jing Xiao Yujiu Yang 108 12 0 09 Dec 2022
General-Purpose In-Context Learning by Meta-Learning Transformers Louis Kirsch James Harrison Jascha Narain Sohl-Dickstein Luke Metz 131 78 0 08 Dec 2022
Learning Domain Invariant Prompt for Vision-Language Models Cairong Zhao Yubin Wang Xinyang Jiang Yifei Shen Kaitao Song Dongsheng Li Duoqian Miao VLM VPVLM 90 27 0 08 Dec 2022
Generating and Weighting Semantically Consistent Sample Pairs for Ultrasound Contrastive Learning Yixiong Chen Chunhui Zhang C. Ding Li Liu 99 14 0 08 Dec 2022
Learn to Explore: on Bootstrapping Interactive Data Exploration with Meta-learning Yukun Cao Xike Xie Kexin Huang 62 4 0 07 Dec 2022
Few-Shot Preference Learning for Human-in-the-Loop RL Joey Hejna Dorsa Sadigh OffRL 115 101 0 06 Dec 2022
Semantic-aware Message Broadcasting for Efficient Unsupervised Domain Adaptation Xin Li Cuiling Lan Guoqiang Wei Zhibo Chen 96 4 0 06 Dec 2022
Cross-Domain Few-Shot Relation Extraction via Representation Learning and Domain Adaptation Zhong Yuan Zhenkun Wang Genghui Li OOD 72 1 0 05 Dec 2022
Meta-Learning Fast Weight Language Models Kevin Clark Kelvin Guu Ming-Wei Chang Panupong Pasupat Geoffrey E. Hinton Mohammad Norouzi KELM 80 14 0 05 Dec 2022
Domain Adaptation and Generalization on Functional Medical Images: A Systematic Survey G. Sarafraz Armin Behnamnia Mehran Hosseinzadeh Ali Balapour Amin Meghrazi Hamid R. Rabiee OOD AI4CE 88 7 0 04 Dec 2022
FedKNOW: Federated Continual Learning with Signature Task Knowledge Integration at Edge Yaxin Luopan Rui Han Qinglong Zhang Chi Harold Liu Guoren Wang FedML 165 19 0 04 Dec 2022
Meta Learning for Few-Shot Medical Text Classification Pankaj Sharma Imran Qureshi Minh Tran OOD 41 0 0 03 Dec 2022
PGFed: Personalize Each Client's Global Objective for Federated Learning Jun Luo Matías Mendieta Chong Chen Shan-Jyun Wu FedML 88 9 0 02 Dec 2022
Meta-Shop: Improving Item Advertisement For Small Businesses Yang Shi Guannan Liang Young-joo Chung 60 0 0 02 Dec 2022
Adaptive Robust Model Predictive Control via Uncertainty Cancellation Rohan Sinha James Harrison Spencer M. Richards Marco Pavone 92 3 0 02 Dec 2022
FedALA: Adaptive Local Aggregation for Personalized Federated Learning Jianqing Zhang Yang Hua Hao Wang Tao Song Zhengui Xue Ruhui Ma Haibing Guan FedML 100 234 0 02 Dec 2022
Towards Cross Domain Generalization of Hamiltonian Representation via Meta Learning Yeongwoo Song Hawoong Jeong OOD AI4CE 84 1 0 02 Dec 2022
Activating the Discriminability of Novel Classes for Few-shot Segmentation Dianwen Mei Wei Zhuo Jiandong Tian Guangming Lu Wenjie Pei VLM 102 0 0 02 Dec 2022
On the Energy and Communication Efficiency Tradeoffs in Federated and Multi-Task Learning S. Savazzi V. Rampa Sanaz Kianoush M. Bennis 73 1 0 02 Dec 2022
Systematic Analysis for Pretrained Language Model Priming for Parameter-Efficient Fine-tuning Shih-Cheng Huang Shi Wang Min-Han Shih Saurav Sahay Hung-yi Lee 101 0 0 02 Dec 2022
Counting Like Human: Anthropoid Crowd Counting on Modeling the Similarity of Objects Qi. Wang Juncheng Wang Junyuan Gao Yuan. Yuan Xuelong Li 95 2 0 02 Dec 2022
Few-Shot Nested Named Entity Recognition Hong Ming Jiaoyun Yang Lili Jiang Yan Pan Ning An 79 10 0 02 Dec 2022
Rethinking Two Consensuses of the Transferability in Deep Learning Yixiong Chen Jingxia Li C. Ding Li Liu 76 2 0 01 Dec 2022
Task Discovery: Finding the Tasks that Neural Networks Generalize on Andrei Atanov Andrei Filatov Teresa Yeo Ajay Sohmshetty Amir Zamir OOD 134 10 0 01 Dec 2022
Multi-Task Imitation Learning for Linear Dynamical Systems Thomas T. Zhang Katie Kang Bruce D. Lee Claire Tomlin Sergey Levine Stephen Tu Nikolai Matni 117 24 0 01 Dec 2022
Evidential Conditional Neural Processes Deepshikha Pandey Qi Yu BDL EDL UQCV 66 15 0 30 Nov 2022
MrSARP: A Hierarchical Deep Generative Prior for SAR Image Super-resolution Tushar Agarwal Nithin Sugavanam Emre Ertin GAN 89 2 0 30 Nov 2022
Bi-directional Feature Reconstruction Network for Fine-Grained Few-Shot Image Classification Jijie Wu Dongliang Chang Aneeshan Sain Xiaoxu Li Zhanyu Ma Jie Cao Jun Guo Yi-Zhe Song 78 37 0 30 Nov 2022
Hint-dynamic Knowledge Distillation Yiyang Liu Chenxin Li Xiaotong Tu Xinghao Ding Yue Huang 75 1 0 30 Nov 2022
KRLS: Improving End-to-End Response Generation in Task Oriented Dialog with Reinforced Keywords Learning Xiao Yu Qingyang Wu Kun Qian Zhou Yu OffRL 70 12 0 30 Nov 2022
Transferability Estimation Based On Principal Gradient Expectation Huiyan Qi Lechao Cheng Jingjing Chen Yue Yu Xue Song Zunlei Feng Yueping Jiang 89 2 0 29 Nov 2022
Differentiable User Models Alex Hamalainen Mustafa Mert cCelikok Samuel Kaski 79 1 0 29 Nov 2022
Disentangled Generation with Information Bottleneck for Few-Shot Learning Zhuohang Dang Jihong Wang Minnan Luo Chengyou Jia Caixia Yan Qinghua Zheng 73 1 0 29 Nov 2022
Better Generalized Few-Shot Learning Even Without Base Data Seongwoong Kim Dong-Wan Choi 73 8 0 29 Nov 2022
PatchMix Augmentation to Identify Causal Features in Few-shot Learning C. Xu Chen Liu Xinwei Sun Siqian Yang Yabiao Wang Chengjie Wang Yanwei Fu 62 17 0 29 Nov 2022
What learning algorithm is in-context learning? Investigations with linear models Ekin Akyürek Dale Schuurmans Jacob Andreas Tengyu Ma Denny Zhou 125 493 0 28 Nov 2022
Mutual Exclusivity Training and Primitive Augmentation to Induce Compositionality Yichen Jiang Xiang Zhou Joey Tianyi Zhou 82 10 0 28 Nov 2022
Hypernetworks for Zero-shot Transfer in Reinforcement Learning S. Rezaei-Shoshtari Charlotte Morissette F. Hogan Gregory Dudek David Meger OffRL 105 15 0 28 Nov 2022