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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
MARS: Meta-Learning as Score Matching in the Function Space Krunoslav Lehman Pavasovic Jonas Rothfuss Andreas Krause BDL 100 5 0 24 Oct 2022
Federated Learning and Meta Learning: Approaches, Applications, and Directions Xiaonan Liu Yansha Deng Arumugam Nallanathan M. Bennis 116 38 0 24 Oct 2022
Deep Grey-Box Modeling With Adaptive Data-Driven Models Toward Trustworthy Estimation of Theory-Driven Models Naoya Takeishi Alexandros Kalousis AAML 94 3 0 24 Oct 2022
Few-Shot Meta Learning for Recognizing Facial Phenotypes of Genetic Disorders Ömer Sümer Fabio Hellmann Alexander Hustinx Tzung-Chien Hsieh Elisabeth André P. Krawitz CVBM 82 7 0 23 Oct 2022
Meta Learning of Interface Conditions for Multi-Domain Physics-Informed Neural Networks Shibo Li Michael Penwarden Yiming Xu Conor Tillinghast Akil Narayan Robert M. Kirby Shandian Zhe AI4CE 99 4 0 23 Oct 2022
MetaEMS: A Meta Reinforcement Learning-based Control Framework for Building Energy Management System Huiliang Zhang Di Wu Benoit Boulet 78 6 0 23 Oct 2022
Active Learning of Discrete-Time Dynamics for Uncertainty-Aware Model Predictive Control Alessandro Saviolo Jonathan Frey Abhishek Rathod Moritz Diehl Giuseppe Loianno 125 27 0 23 Oct 2022
Compressing multidimensional weather and climate data into neural networks La-mei Huang Torsten Hoefler AI4CE 128 34 0 22 Oct 2022
Deep domain adaptation for polyphonic melody extraction Kavya Ranjan Saxena Vipul Arora 75 0 0 22 Oct 2022
H-SAUR: Hypothesize, Simulate, Act, Update, and Repeat for Understanding Object Articulations from Interactions Keita Ota H. Tung Kevin A. Smith A. Cherian Tim K. Marks Alan Sullivan Asako Kanezaki J. Tenenbaum 65 3 0 22 Oct 2022
MetaASSIST: Robust Dialogue State Tracking with Meta Learning Fanghua Ye Xi Wang Jie Huang Shenghui Li Sam Stern Emine Yilmaz 59 9 0 22 Oct 2022
Bayesian Convolutional Deep Sets with Task-Dependent Stationary Prior Yohan Jung Jinkyoo Park BDL 63 0 0 22 Oct 2022
Meta-learning Pathologies from Radiology Reports using Variance Aware Prototypical Networks Arijit Sehanobish Kawshik Kannan Nabila Abraham Anasuya Das Benjamin Odry VLM 75 0 0 22 Oct 2022
A Task-aware Dual Similarity Network for Fine-grained Few-shot Learning Yanjun Qi Han Sun Ningzhong Liu Huiyu Zhou 83 9 0 22 Oct 2022
Continual Vision-based Reinforcement Learning with Group Symmetries Shiqi Liu Mengdi Xu Piede Huang Yongkang Liu K. Oguchi Ding Zhao CLL VLM 123 13 0 21 Oct 2022
Group Distributionally Robust Reinforcement Learning with Hierarchical Latent Variables Mengdi Xu Peide Huang Yaru Niu Visak C. V. Kumar Jielin Qiu ... Kuan-Hui Lee Xuewei Qi Henry Lam Yue Liu Ding Zhao OOD 115 9 0 21 Oct 2022
Low-Resource Multilingual and Zero-Shot Multispeaker TTS Florian Lux Julia Koch Ngoc Thang Vu 107 23 0 21 Oct 2022
Graph Few-shot Learning with Task-specific Structures Song Wang Chen Chen Jundong Li 95 24 0 21 Oct 2022
Query Semantic Reconstruction for Background in Few-Shot Segmentation Haoyan Guan Michael W. Spratling 74 3 0 21 Oct 2022
On-Device Model Fine-Tuning with Label Correction in Recommender Systems Yucheng Ding Chaoyue Niu Fan Wu Shaojie Tang Chengfei Lyu Guihai Chen 36 2 0 21 Oct 2022
CobNet: Cross Attention on Object and Background for Few-Shot Segmentation Haoyan Guan Michael W. Spratling 65 0 0 21 Oct 2022
$m^4Adapter$ : Multilingual Multi-Domain Adaptation for Machine Translation with a Meta-Adapter Wen Lai Alexandra Chronopoulou Alexander Fraser 80 3 0 21 Oct 2022
Boosting Natural Language Generation from Instructions with Meta-Learning Budhaditya Deb Guoqing Zheng Ahmed Hassan Awadallah 72 16 0 20 Oct 2022
Model-based Lifelong Reinforcement Learning with Bayesian Exploration Haotian Fu Shangqun Yu Michael Littman George Konidaris BDL OffRL 91 13 0 20 Oct 2022
Learning Sample Reweighting for Accuracy and Adversarial Robustness Chester Holtz Tsui-Wei Weng Zhengchao Wan OOD 77 4 0 20 Oct 2022
Hypernetworks in Meta-Reinforcement Learning Jacob Beck Matthew Jackson Risto Vuorio Shimon Whiteson OffRL 84 30 0 20 Oct 2022
Visual-Semantic Contrastive Alignment for Few-Shot Image Classification Mohamed Afham Ranga Rodrigo VLM 142 5 0 20 Oct 2022
Incorporating Relevance Feedback for Information-Seeking Retrieval using Few-Shot Document Re-Ranking Tim Baumgärtner Leonardo F. R. Ribeiro Nils Reimers Iryna Gurevych 86 6 0 19 Oct 2022
Learning Transferable Adversarial Robust Representations via Multi-view Consistency Minseon Kim Hyeonjeong Ha Dong Bok Lee Sung Ju Hwang 69 0 0 19 Oct 2022
LAVA: Label-efficient Visual Learning and Adaptation Islam Nassar Munawar Hayat Ehsan Abbasnejad Hamid Rezatofighi Mehrtash Harandi Gholamreza Haffari VLM 86 1 0 19 Oct 2022
Forging Multiple Training Objectives for Pre-trained Language Models via Meta-Learning Hongqiu Wu Ruixue Ding Haizhen Zhao Boli Chen Pengjun Xie Fei Huang Min Zhang MoMe 97 8 0 19 Oct 2022
Continued Pretraining for Better Zero- and Few-Shot Promptability Zhaofeng Wu IV RobertL.Logan Pete Walsh Akshita Bhagia Dirk Groeneveld Sameer Singh Iz Beltagy VLM 108 12 0 19 Oct 2022
Few-Shot Learning of Compact Models via Task-Specific Meta Distillation Yong Wu Shekhor Chanda M. Hosseinzadeh Zhi Liu Yang Wang VLM 105 8 0 18 Oct 2022
Transfer learning with affine model transformation Shunya Minami Kenji Fukumizu Yoshihiro Hayashi Ryo Yoshida 69 1 0 18 Oct 2022
Simple Emergent Action Representations from Multi-Task Policy Training Pu Hua Yubei Chen Huazhe Xu MLAU 63 7 0 18 Oct 2022
SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition Jiadong Wang Chengcheng Han Chengyu Wang Chuanqi Tan Minghui Qiu Songfang Huang Jun Huang Ming Gao 78 23 0 17 Oct 2022
Improving Object-centric Learning with Query Optimization Baoxiong Jia Yu Liu Siyuan Huang OCL 97 52 0 17 Oct 2022
Meta-Learning via Classifier(-free) Diffusion Guidance Elvis Nava Seijin Kobayashi Yifei Yin Robert K. Katzschmann Benjamin Grewe VLM 73 6 0 17 Oct 2022
You Only Live Once: Single-Life Reinforcement Learning Annie S. Chen Archit Sharma Sergey Levine Chelsea Finn OffRL 65 20 0 17 Oct 2022
Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphs Ruijie Wang Zheng Li Dachun Sun Shengzhong Liu Jinning Li Bing Yin Tarek Abdelzaher OffRL 83 44 0 16 Oct 2022
Data-Model-Circuit Tri-Design for Ultra-Light Video Intelligence on Edge Devices Yimeng Zhang A. Kamath Qiucheng Wu Zhiwen Fan Wuyang Chen Zhangyang Wang Shiyu Chang Sijia Liu Cong Hao 83 6 0 16 Oct 2022
Prediction Calibration for Generalized Few-shot Semantic Segmentation Zhihe Lu Sen He Da Li Yi-Zhe Song Tao Xiang ViT 71 26 0 15 Oct 2022
RAPS: A Novel Few-Shot Relation Extraction Pipeline with Query-Information Guided Attention and Adaptive Prototype Fusion Yuzhe Zhang M. Cen Tong Wu Kuanqi Cai 59 1 0 15 Oct 2022
Meta Transferring for Deblurring Po-Sheng Liu Fu-Jen Tsai Yanbin Peng Chung-Chi Tsai Chia-Wen Lin Yen-Yu Lin 42 2 0 14 Oct 2022
Neural Routing in Meta Learning Jicang Cai Saeed Vahidian Weijia Wang M. Joneidi Bill Lin 56 0 0 14 Oct 2022
Mix and Reason: Reasoning over Semantic Topology with Data Mixing for Domain Generalization Chaoqi Chen Luyao Tang Feng Liu Gangming Zhao Yue Huang Yizhou Yu 105 32 0 14 Oct 2022
Meta-learning Based Short-Term Passenger Flow Prediction for Newly-Operated Urban Rail Transit Stations Kuo Han Jinlei Zhang Chunqi Zhu Lixing Yang Xiaoyu Huang Songsong Li AI4TS 56 2 0 13 Oct 2022
Few-Shot Visual Question Generation: A Novel Task and Benchmark Datasets Anurag Roy David Johnson Ekka Saptarshi Ghosh Abir Das 51 1 0 13 Oct 2022
Multi-Task Meta Learning: learn how to adapt to unseen tasks Richa Upadhyay Prakash Chandra Chhipa Ronald Phlypo Rajkumar Saini Marcus Liwicki 75 11 0 13 Oct 2022
Improving the Reliability for Confidence Estimation Haoxuan Qu Yanchao Li Lin Geng Foo Jason Kuen Jiuxiang Gu Jun Liu UQCV 66 10 0 13 Oct 2022