Meta-Learning in Neural Networks: A Survey

11 April 2020

Timothy M. Hospedales

Amos Storkey

Papers citing "Meta-Learning in Neural Networks: A Survey"

50 / 832 papers shown

Title
A Survey of Learning on Small Data: Generalization, Optimization, and Challenge Xiaofeng Cao Weixin Bu Sheng-Jun Huang Minling Zhang Ivor W. Tsang Yew-Soon Ong James T. Kwok 35 1 0 29 Jul 2022
Adaptive Asynchronous Control Using Meta-learned Neural Ordinary Differential Equations Achkan Salehi Steffen Rühl Stéphane Doncieux AI4CE 21 2 0 25 Jul 2022
MetaComp: Learning to Adapt for Online Depth Completion Y. Chen Shanshan Zhao Wei Ji Biwei Huang Liping Xie OOD CLL VLM 51 1 0 21 Jul 2022
Learning Knowledge Representation with Meta Knowledge Distillation for Single Image Super-Resolution Ziru Xu Zhenzhong Chen Shan Liu SupR 19 3 0 18 Jul 2022
Multi-Task and Transfer Learning for Federated Learning Applications Cihat Keçeci M. Shaqfeh Hayat Mbayed E. Serpedin FedML 27 3 0 17 Jul 2022
Feed-Forward Latent Domain Adaptation Ondrej Bohdal Da Li S. Hu Timothy M. Hospedales OOD 41 1 0 15 Jul 2022
Heuristic-free Optimization of Force-Controlled Robot Search Strategies in Stochastic Environments Bastian Alt Darko Katic Rainer Jäkel Michael Beetz 25 6 0 15 Jul 2022
A Meta-learning Formulation of the Autoencoder Problem for Non-linear Dimensionality Reduction Andrey A. Popov A. Sarshar Austin Chennault Adrian Sandu 17 2 0 14 Jul 2022
Effective Few-Shot Named Entity Linking by Meta-Learning Xiuxing Li Zhenyu Li Zhengyan Zhang Ning Liu Haitao Yuan Wei Zhang Zhiyuan Liu Jianyong Wang OffRL 32 10 0 12 Jul 2022
Learning Task Embeddings for Teamwork Adaptation in Multi-Agent Reinforcement Learning Lukas Schafer Filippos Christianos Amos Storkey Stefano V. Albrecht 19 6 0 05 Jul 2022
Image Coding for Machines with Omnipotent Feature Learning Ruoyu Feng Xin Jin Zongyu Guo Runsen Feng Yixin Gao Tianyu He Zhizheng Zhang Simeng Sun Zhibo Chen VLM 37 36 0 05 Jul 2022
Adaptive Fine-Grained Sketch-Based Image Retrieval A. Bhunia Aneeshan Sain Parth Shah Animesh Gupta Pinaki Nath Chowdhury Tao Xiang Yi-Zhe Song 59 21 0 04 Jul 2022
CAM/CAD Point Cloud Part Segmentation via Few-Shot Learning Jiahui Wang H. Zhu Haoren Guo Abdullah Al Mamun V. Prahlad T. Lee 3DPC 37 4 0 04 Jul 2022
Deep Learning and Symbolic Regression for Discovering Parametric Equations Michael Zhang Samuel Kim Peter Y. Lu M. Soljavcić 29 19 0 01 Jul 2022
Short-Term Plasticity Neurons Learning to Learn and Forget Hector Garcia Rodriguez Qinghai Guo Timoleon Moraitis 18 12 0 28 Jun 2022
p-Meta: Towards On-device Deep Model Adaptation Zhongnan Qu Zimu Zhou Yongxin Tong Lothar Thiele 18 13 0 25 Jun 2022
Learning to learn online with neuromodulated synaptic plasticity in spiking neural networks Samuel Schmidgall Joe Hays 44 3 0 25 Jun 2022
Review Neural Networks about Image Transformation Based on IGC Learning Framework with Annotated Information Yuanjie Yan Suorong Yang Yan Wang Jian Zhao S. Furao 21 0 0 21 Jun 2022
Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification Massimiliano Patacchiola J. Bronskill Aliaksandra Shysheya Katja Hofmann Sebastian Nowozin Richard Turner VLM 32 9 0 20 Jun 2022
Actively learning to learn causal relationships Chentian Jiang Christopher G. Lucas 22 3 0 20 Jun 2022
EEML: Ensemble Embedded Meta-learning Geng Li Boyuan Ren Hongzhi Wang FedML 15 2 0 18 Jun 2022
Provable Generalization of Overparameterized Meta-learning Trained with SGD Yu Huang Yingbin Liang Longbo Huang MLT 30 8 0 18 Jun 2022
FiT: Parameter Efficient Few-shot Transfer Learning for Personalized and Federated Image Classification Aliaksandra Shysheya J. Bronskill Massimiliano Patacchiola Sebastian Nowozin Richard Turner 3DH FedML 46 27 0 17 Jun 2022
Principled Acceleration of Iterative Numerical Methods Using Machine Learning S. Arisaka Qianxiao Li 27 5 0 17 Jun 2022
Lessons learned from the NeurIPS 2021 MetaDL challenge: Backbone fine-tuning without episodic meta-learning dominates for few-shot learning image classification Adrian El Baz Ihsan Ullah Edesio Alcobaça André C. P. L. F. de Carvalho Hong Chen ... Ekrem Öztürk J. V. Rijn Haozhe Sun Xin Wang Wenwu Zhu 38 12 0 15 Jun 2022
Few-Shot Learning by Dimensionality Reduction in Gradient Space M. Gauch M. Beck Thomas Adler D. Kotsur Stefan Fiel ... Markus Holzleitner Werner Zellinger D. Klotz Sepp Hochreiter Sebastian Lehner 46 9 0 07 Jun 2022
Dynamic Kernel Selection for Improved Generalization and Memory Efficiency in Meta-learning Arnav Chavan Rishabh Tiwari Udbhav Bamba D. K. Gupta 33 5 0 03 Jun 2022
Online Meta-Learning in Adversarial Multi-Armed Bandits Ilya Osadchiy Kfir Y. Levy Ron Meir 34 3 0 31 May 2022
HyperMAML: Few-Shot Adaptation of Deep Models with Hypernetworks Marcin Przewiȩźlikowski P. Przybysz Jacek Tabor Maciej Ziȩba Przemysław Spurek 28 19 0 31 May 2022
Few-Shot Diffusion Models Giorgio Giannone Didrik Nielsen Ole Winther DiffM 186 49 0 30 May 2022
Continual Object Detection: A review of definitions, strategies, and challenges Angelo G. Menezes Gustavo de Moura Cézanne Alves André C. P. L. F. de Carvalho ObjD 70 51 0 30 May 2022
Using Natural Language and Program Abstractions to Instill Human Inductive Biases in Machines Sreejan Kumar Carlos G. Correa Ishita Dasgupta Raja Marjieh Michael Y. Hu Robert D. Hawkins Nathaniel D. Daw Jonathan D. Cohen Karthik R. Narasimhan Thomas Griffiths AI4CE 22 30 0 23 May 2022
Meta-Learning Regrasping Strategies for Physical-Agnostic Objects Ni Gao Jingyu Zhang Ruijie Chen Ngo Anh Vien Hanna Ziesche Gerhard Neumann 41 10 0 23 May 2022
Recent Advances in Embedding Methods for Multi-Object Tracking: A Survey Gaoang Wang Xiuming Zhang Lei Li VOT 61 15 0 22 May 2022
Cross-subject Action Unit Detection with Meta Learning and Transformer-based Relation Modeling Jiyuan Cao Zhilei Liu Yong Zhang ViT 29 2 0 18 May 2022
Privacy Preserving Machine Learning for Electric Vehicles: A Survey Abdul Rahman Sani M. Hassan Jinjun Chen 36 10 0 17 May 2022
Neural-Fly Enables Rapid Learning for Agile Flight in Strong Winds Michael O'Connell Guanya Shi Xichen Shi Kamyar Azizzadenesheli Anima Anandkumar Yisong Yue Soon-Jo Chung 79 170 0 13 May 2022
Modeling Human Behavior Part I -- Learning and Belief Approaches Andrew Fuchs A. Passarella M. Conti 38 7 0 13 May 2022
Meta Learning for Natural Language Processing: A Survey Hung-yi Lee Shang-Wen Li Ngoc Thang Vu 57 42 0 03 May 2022
Autonomy and Intelligence in the Computing Continuum: Challenges, Enablers, and Future Directions for Orchestration Henna Kokkonen Lauri Lovén Naser Hossein Motlagh Abhishek Kumar Juha Partala ... M. Bennis Sasu Tarkoma Schahram Dustdar Susanna Pirttikangas J. Riekki 38 26 0 03 May 2022
Side-aware Meta-Learning for Cross-Dataset Listener Diagnosis with Subjective Tinnitus Yun Yvonna Li Zhe Liu Lina Yao Molly V. Lucas Jessica J.M.Monaghan Yu Zhang 22 7 0 03 May 2022
Self-Programming Artificial Intelligence Using Code-Generating Language Models Alex Sheng Shankar Padmanabhan SyDa 17 2 0 30 Apr 2022
Learning to Split for Automatic Bias Detection Yujia Bao Regina Barzilay 24 20 0 28 Apr 2022
Meta Transfer Learning for Early Success Prediction in MOOCs Vinitra Swamy Mirko Marras Tanja Kaser AI4Ed 33 19 0 25 Apr 2022
Few-shot learning for medical text: A systematic review Yao Ge Yuting Guo Yuan-Chi Yang M. Al-garadi A. Sarker 24 21 0 21 Apr 2022
Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference S. Hu Da Li Jan Stuhmer Minyoung Kim Timothy M. Hospedales 27 189 0 15 Apr 2022
Control-oriented meta-learning Spencer M. Richards Navid Azizan Jean-Jacques E. Slotine Marco Pavone 37 24 0 14 Apr 2022
Neuronal diversity can improve machine learning for physics and beyond A. Choudhary Anil Radhakrishnan J. Lindner S. Sinha W. Ditto AI4CE 24 3 0 09 Apr 2022
Fusing finetuned models for better pretraining Leshem Choshen Elad Venezian Noam Slonim Yoav Katz FedML AI4CE MoMe 54 87 0 06 Apr 2022
Universal Representations: A Unified Look at Multiple Task and Domain Learning Wei-Hong Li Xialei Liu Hakan Bilen SSL OOD 30 27 0 06 Apr 2022