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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
Incremental Object Detection via Meta-Learning K. J. Joseph Jathushan Rajasegaran Salman Khan Fahad Shahbaz Khan V. Balasubramanian ObjD CLL VLM 226 104 0 17 Mar 2020
Rectified Meta-Learning from Noisy Labels for Robust Image-based Plant Disease Diagnosis Ruifeng Shi Deming Zhai Xianming Liu Junjun Jiang Wen Gao NoLa 54 7 0 17 Mar 2020
Recent Advances and Challenges in Task-oriented Dialog System Zheng Zhang Ryuichi Takanobu Qi Zhu Minlie Huang Xiaoyan Zhu LLMAG 184 182 0 17 Mar 2020
Context-Transformer: Tackling Object Confusion for Few-Shot Detection Ze Yang Yali Wang Xianyu Chen Jianzhuang Liu Yu Qiao ViT 133 85 0 16 Mar 2020
Frustratingly Simple Few-Shot Object Detection Xin Wang Thomas E. Huang Trevor Darrell Joseph E. Gonzalez Feng Yu ObjD 257 561 0 16 Mar 2020
StarNet: towards Weakly Supervised Few-Shot Object Detection Leonid Karlinsky J. Shtok Amit Alfassy M. Lichtenstein Sivan Harary ... Sivan Doveh P. Sattigeri Rogerio Feris A. Bronstein Raja Giryes 84 6 0 15 Mar 2020
DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning Chi Zhang Yujun Cai Guosheng Lin Chunhua Shen VLM 99 119 0 15 Mar 2020
TAFSSL: Task-Adaptive Feature Sub-Space Learning for few-shot classification M. Lichtenstein P. Sattigeri Rogerio Feris Raja Giryes Leonid Karlinsky 107 77 0 14 Mar 2020
Ultra Efficient Transfer Learning with Meta Update for Cross Subject EEG Classification Tiehang Duan Mihir Chauhan Mohammad Abuzar Shaikh Jun Chu S. Srihari 62 19 0 13 Mar 2020
Deep Domain-Adversarial Image Generation for Domain Generalisation Kaiyang Zhou Yongxin Yang Timothy M. Hospedales Tao Xiang OOD 311 414 0 12 Mar 2020
Meta-Learning GNN Initializations for Low-Resource Molecular Property Prediction Cuong C. Nguyen Constantine Kreatsoulas K. Branson AI4CE 67 14 0 12 Mar 2020
Online Fast Adaptation and Knowledge Accumulation: a New Approach to Continual Learning Massimo Caccia Pau Rodríguez López O. Ostapenko Fabrice Normandin Min Lin ... I. Laradji Irina Rish Alexande Lacoste David Vazquez Laurent Charlin CLL KELM 84 66 0 12 Mar 2020
Meta-CoTGAN: A Meta Cooperative Training Paradigm for Improving Adversarial Text Generation Haiyan Yin Dingcheng Li Xu Li P. Li 86 23 0 12 Mar 2020
Online Meta-Critic Learning for Off-Policy Actor-Critic Methods Wei Zhou Yiying Li Yongxin Yang Huaimin Wang Timothy M. Hospedales OffRL 72 48 0 11 Mar 2020
Meta-learning curiosity algorithms Ferran Alet Martin Schneider Tomas Lozano-Perez L. Kaelbling 99 64 0 11 Mar 2020
Curriculum Learning for Reinforcement Learning Domains: A Framework and Survey Sanmit Narvekar Bei Peng Matteo Leonetti Jivko Sinapov Matthew E. Taylor Peter Stone ODL 249 486 0 10 Mar 2020
Learning State-Dependent Losses for Inverse Dynamics Learning Kristen Morse Neha Das Yixin Lin Austin S. Wang Akshara Rai Franziska Meier AI4CE 71 7 0 10 Mar 2020
Fast Online Adaptation in Robotics through Meta-Learning Embeddings of Simulated Priors Rituraj Kaushik Timothée Anne Jean-Baptiste Mouret 79 53 0 10 Mar 2020
FOAL: Fast Online Adaptive Learning for Cardiac Motion Estimation Hanchao Yu Shanhui Sun Haichao Yu Xiao Chen Humphrey Shi Thomas Huang Terrence Chen 116 45 0 10 Mar 2020
Transfer Reinforcement Learning under Unobserved Contextual Information Yan Zhang Michael M. Zavlanos OffRL 55 6 0 09 Mar 2020
Advancing Renewable Electricity Consumption With Reinforcement Learning Filip Tolovski 51 1 0 09 Mar 2020
Meta-Baseline: Exploring Simple Meta-Learning for Few-Shot Learning Yinbo Chen Zhuang Liu Huijuan Xu Trevor Darrell Xiaolong Wang 252 350 0 09 Mar 2020
Embedding Propagation: Smoother Manifold for Few-Shot Classification Pau Rodríguez I. Laradji Alexandre Drouin Alexandre Lacoste 75 196 0 09 Mar 2020
On the Texture Bias for Few-Shot CNN Segmentation Reza Azad A. Fayjie C. Kauffmann Ismail Ben Ayed M. Pedersoli Jose Dolz SSeg 85 70 0 09 Mar 2020
Single-View 3D Object Reconstruction from Shape Priors in Memory Shuo Yang Min Xu Haozhe Xie Stuart Perry Huanjin Yao 3DV 195 8 0 08 Mar 2020
MatchingGAN: Matching-based Few-shot Image Generation Y. Hong Li Niu Jianfu Zhang Liqing Zhang VLM GAN 110 68 0 07 Mar 2020
AutoML-Zero: Evolving Machine Learning Algorithms From Scratch Esteban Real Chen Liang David R. So Quoc V. Le 79 226 0 06 Mar 2020
TaskNorm: Rethinking Batch Normalization for Meta-Learning J. Bronskill Jonathan Gordon James Requeima Sebastian Nowozin Richard Turner 101 91 0 06 Mar 2020
Finding online neural update rules by learning to remember Karol Gregor CLL 78 6 0 06 Mar 2020
Zero-Shot Cross-Lingual Transfer with Meta Learning Farhad Nooralahzadeh Giannis Bekoulis Johannes Bjerva Isabelle Augenstein FedML 95 113 0 05 Mar 2020
PAC-Bayes meta-learning with implicit task-specific posteriors Cuong C. Nguyen Thanh-Toan Do G. Carneiro BDL 122 7 0 05 Mar 2020
On Hyper-parameter Tuning for Stochastic Optimization Algorithms Haotian Zhang Jianyong Sun Zongben Xu 65 0 0 04 Mar 2020
Learning Fast Adaptation on Cross-Accented Speech Recognition Genta Indra Winata Samuel Cahyawijaya Zihan Liu Zhaojiang Lin Andrea Madotto Peng Xu Pascale Fung 103 80 0 04 Mar 2020
Meta Cyclical Annealing Schedule: A Simple Approach to Avoiding Meta-Amortization Error Yu-ichi Hayashi Taiji Suzuki 18 0 0 04 Mar 2020
Scaling MAP-Elites to Deep Neuroevolution Cédric Colas Joost Huizinga Vashisht Madhavan Jeff Clune 86 89 0 03 Mar 2020
End-to-End Fast Training of Communication Links Without a Channel Model via Online Meta-Learning Sangwoo Park Osvaldo Simeone Joonhyuk Kang 95 42 0 03 Mar 2020
Learning Context-aware Task Reasoning for Efficient Meta-reinforcement Learning Haozhe Jasper Wang Jiale Zhou Xuming He OffRL LRM 81 15 0 03 Mar 2020
Rapidly Adaptable Legged Robots via Evolutionary Meta-Learning Xingyou Song Yuxiang Yang K. Choromanski Ken Caluwaerts Wenbo Gao Chelsea Finn Jie Tan 187 80 0 02 Mar 2020
Weakly-supervised Object Localization for Few-shot Learning and Fine-grained Few-shot Learning Xiaojian He Jinfu Lin Junming Shen 47 3 0 02 Mar 2020
Novelty-Prepared Few-Shot Classification Chao Wang Ruofan Liu Han-Jia Ye Yang Yu 42 0 0 01 Mar 2020
Environment-agnostic Multitask Learning for Natural Language Grounded Navigation Xinze Wang Vihan Jain Eugene Ie William Yang Wang Zornitsa Kozareva Sujith Ravi LM&Ro 131 64 0 01 Mar 2020
AdarGCN: Adaptive Aggregation GCN for Few-Shot Learning Jianhong Zhang Manli Zhang Zhiwu Lu Tao Xiang Ji-Rong Wen 74 12 0 28 Feb 2020
Is the Meta-Learning Idea Able to Improve the Generalization of Deep Neural Networks on the Standard Supervised Learning? Xiang Deng Zhongfei Zhang AI4CE 57 5 0 27 Feb 2020
Few-Shot Learning on Graphs via Super-Classes based on Graph Spectral Measures Jatin Chauhan Deepak Nathani Manohar Kaul 73 70 0 27 Feb 2020
Meta-Learned Confidence for Few-shot Learning Seong Min Kye Haebeom Lee Hoirin Kim Sung Ju Hwang 61 23 0 27 Feb 2020
Representation Learning Through Latent Canonicalizations Or Litany Ari S. Morcos Srinath Sridhar Leonidas Guibas Judy Hoffman SSL OOD DRL 36 2 0 26 Feb 2020
Provable Meta-Learning of Linear Representations Nilesh Tripuraneni Chi Jin Michael I. Jordan OOD 158 192 0 26 Feb 2020
From Seeing to Moving: A Survey on Learning for Visual Indoor Navigation (VIN) Xin Ye Yezhou Yang SSL 114 16 0 26 Feb 2020
Adversarial Monte Carlo Meta-Learning of Optimal Prediction Procedures Alexander Luedtke Incheoul Chung Oleg Sofrygin 32 4 0 26 Feb 2020
A Sample Complexity Separation between Non-Convex and Convex Meta-Learning Nikunj Saunshi Yi Zhang M. Khodak Sanjeev Arora 56 27 0 25 Feb 2020