Meta-Learning in Neural Networks: A Survey

11 April 2020

Timothy M. Hospedales

Amos Storkey

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

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Title
Tackling Noisy Clients in Federated Learning with End-to-end Label Correction Xuefeng Jiang Sheng Sun Jia Li Jingjing Xue Runhan Li Zhiyuan Wu Gang Xu Yuwei Wang Min Liu FedML 38 10 0 08 Aug 2024
Few-shot Scooping Under Domain Shift via Simulated Maximal Deployment Gaps Yifan Zhu Pranay Thangeda Erica Tevere Ashish Goel Erik Kramer Hari Nayar Melkior Ornik Kris K. Hauser 29 0 0 06 Aug 2024
Black box meta-learning intrinsic rewards for sparse-reward environments Octavio Pappalardo Rodrigo Ramele Juan Miguel Santos OffRL 40 0 0 31 Jul 2024
Designing Time-Series Models With Hypernetworks & Adversarial Portfolios Filip Stanek AI4TS 37 0 0 29 Jul 2024
Robust Fast Adaptation from Adversarially Explicit Task Distribution Generation Cheems Wang Yiqin Lv Yixiu Mao Yun Qu Yi Tian Xu Xiangyang Ji OOD TTA 53 6 0 28 Jul 2024
Learning to Select the Best Forecasting Tasks for Clinical Outcome Prediction Yuan Xue Nan Du A. Mottram Martin G. Seneviratne Andrew M. Dai AI4TS 38 0 0 28 Jul 2024
Symmetrical Joint Learning Support-query Prototypes for Few-shot Segmentation Qun Li Baoquan Sun Fu Xiao Yonggang Qi B. Bhanu 51 0 0 27 Jul 2024
Train-Attention: Meta-Learning Where to Focus in Continual Knowledge Learning Yeongbin Seo Dongha Lee Jinyoung Yeo CLL KELM 90 1 0 24 Jul 2024
Domain Adaptation of Visual Policies with a Single Demonstration Weiyao Wang Gregory D. Hager 38 0 0 23 Jul 2024
A Comprehensive Review of Few-shot Action Recognition Yuyang Wanyan Xiaoshan Yang Weiming Dong Changsheng Xu VLM 77 3 0 20 Jul 2024
Domain Generalization for 6D Pose Estimation Through NeRF-based Image Synthesis Antoine Legrand R. Detry Christophe De Vleeschouwer 40 1 0 15 Jul 2024
Revolutionizing Bridge Operation and maintenance with LLM-based Agents: An Overview of Applications and Insights Xinyu-Chen Lianzhen-Zhang LLMAG AI4CE 45 2 0 14 Jul 2024
Robust Meta-Learning of Vehicle Yaw Rate Dynamics via Conditional Neural Processes Lars Ullrich Andreas Völz Knut Graichen 35 1 0 09 Jul 2024
CrowdTransfer: Enabling Crowd Knowledge Transfer in AIoT Community Yan Liu Bin Guo Nuo Li Yasan Ding Zhouyangzi Zhang Zhiwen Yu 50 1 0 09 Jul 2024
Magnetic Hysteresis Modeling with Neural Operators Abhishek Chandra B. Daniels M. Curti K. Tiels E. Lomonova AI4CE 45 2 0 03 Jul 2024
Artificial Inductive Bias for Synthetic Tabular Data Generation in Data-Scarce Scenarios Patricia A. Apellániz Ana Jiménez Borja Arroyo Galende J. Parras Santiago Zazo 57 1 0 03 Jul 2024
Meta-Learning Based Optimization for Large Scale Wireless Systems Rafael Cerna Loli B. Clerckx 32 4 0 01 Jul 2024
Learning Modality Knowledge Alignment for Cross-Modality Transfer Wenxuan Ma Shuang Li Lincan Cai Jingxuan Kang 39 1 0 27 Jun 2024
Improving Hyperparameter Optimization with Checkpointed Model Weights Nikhil Mehta Jonathan Lorraine Steve Masson Ramanathan Arunachalam Zaid Pervaiz Bhat James Lucas Arun George Zachariah 49 4 0 26 Jun 2024
Cross-domain Transfer of Valence Preferences via a Meta-optimization Approach Chuang Zhao Hongke Zhao Ming He Xiaomeng Li Jianping Fan 34 0 0 24 Jun 2024
Exploring Cross-Domain Few-Shot Classification via Frequency-Aware Prompting Tiange Zhang Qing Cai Feng Gao Lin Qi Junyu Dong 42 1 0 24 Jun 2024
Constrained Meta Agnostic Reinforcement Learning Karam Daaboul Florian Kuhm Tim Joseph J. Marius Zoellner 33 0 0 20 Jun 2024
Few-shot Knowledge Graph Relational Reasoning via Subgraph Adaptation Haochen Liu Song Wang Chen Chen Jundong Li 48 2 0 19 Jun 2024
Recurrent Inference Machine for Medical Image Registration Yi Zhang Yidong Zhao Hui Xue Peter Kellman Stefan Klein Qian Tao OOD 29 0 0 19 Jun 2024
Communication-Efficient and Privacy-Preserving Decentralized Meta-Learning Hansi Yang James T. Kwok 61 0 0 19 Jun 2024
COOL: Comprehensive Knowledge Enhanced Prompt Learning for Domain Adaptive Few-shot Fake News Detection Yi Ouyang Peng Wu Li Pan 59 0 0 16 Jun 2024
Discovering Preference Optimization Algorithms with and for Large Language Models Chris Xiaoxuan Lu Samuel Holt Claudio Fanconi Alex J. Chan Jakob Foerster M. Schaar R. T. Lange OffRL 37 15 0 12 Jun 2024
Meta-Learning Neural Procedural Biases Christian Raymond Qi Chen Bing Xue Mengjie Zhan 46 1 0 12 Jun 2024
Few-Shot Load Forecasting Under Data Scarcity in Smart Grids: A Meta-Learning Approach Georgios Tsoumplekas C. Athanasiadis Dimitrios I. Doukas Antonios C. Chrysopoulos P. Mitkas AI4TS 32 3 0 09 Jun 2024
Cooperative Meta-Learning with Gradient Augmentation Jongyun Shin Seunjin Han Jangho Kim VLM 37 0 0 07 Jun 2024
Meta-learning for Positive-unlabeled Classification Atsutoshi Kumagai Tomoharu Iwata Yasuhiro Fujiwara 33 1 0 06 Jun 2024
GraphAlign: Pretraining One Graph Neural Network on Multiple Graphs via Feature Alignment Zhenyu Hou Haozhan Li Yukuo Cen Jie Tang Yuxiao Dong 31 6 0 05 Jun 2024
Advancing Generalized Transfer Attack with Initialization Derived Bilevel Optimization and Dynamic Sequence Truncation Yaohua Liu Jiaxin Gao Xuan Liu Xianghao Jiao Xin-Yue Fan Risheng Liu 37 1 0 04 Jun 2024
BACON: Bayesian Optimal Condensation Framework for Dataset Distillation Zheng Zhou Hong Zhao Guangliang Cheng Xiangtai Li Shuchang Lyu Wenquan Feng Qi Zhao DD 47 0 0 03 Jun 2024
Privacy Challenges in Meta-Learning: An Investigation on Model-Agnostic Meta-Learning Mina Rafiei Mohammadmahdi Maheri Hamid R. Rabiee 32 0 0 01 Jun 2024
Applications of Generative AI (GAI) for Mobile and Wireless Networking: A Survey Thai-Hoc Vu Senthil Kumar Jagatheesaperumal Minh-Duong Nguyen Nguyen Van Huynh Sunghwan Kim Viet Quoc Pham 39 8 0 30 May 2024
Does learning the right latent variables necessarily improve in-context learning? Sarthak Mittal Eric Elmoznino Léo Gagnon Sangnie Bhardwaj Dhanya Sridhar Guillaume Lajoie 34 4 0 29 May 2024
Safe Reinforcement Learning in Black-Box Environments via Adaptive Shielding Daniel Bethell Simos Gerasimou R. Calinescu Calum Imrie OffRL OnRL 39 0 0 28 May 2024
A CMDP-within-online framework for Meta-Safe Reinforcement Learning Vanshaj Khattar Yuhao Ding Bilgehan Sel Javad Lavaei Ming Jin OffRL 32 12 0 26 May 2024
From Frege to chatGPT: Compositionality in language, cognition, and deep neural networks Jacob Russin Sam Whitman McGrath Danielle J. Williams Lotem Elber-Dorozko AI4CE 73 3 0 24 May 2024
Riemannian Bilevel Optimization Sanchayan Dutta Xiang Cheng S. Sra 44 0 0 22 May 2024
Retrievable Domain-Sensitive Feature Memory for Multi-Domain Recommendation Yuang Zhao Zhaocheng Du Qinglin Jia Linxuan Zhang Zhenhua Dong Ruiming Tang 38 2 0 21 May 2024
Transfer Learning for CSI-based Positioning with Multi-environment Meta-learning Anastasios Foliadis Mario H. Castaneda R. Stirling-Gallacher Reiner S. Thomä 30 3 0 20 May 2024
Preparing for Black Swans: The Antifragility Imperative for Machine Learning Ming Jin 36 2 0 18 May 2024
CarDreamer: Open-Source Learning Platform for World Model based Autonomous Driving Dechen Gao Shuangyu Cai Hanchu Zhou Hang Wang Iman Soltani Junshan Zhang 31 2 0 15 May 2024
Data-Efficient and Robust Task Selection for Meta-Learning Donglin Zhan James Anderson OOD 34 2 0 11 May 2024
Adapting to Distribution Shift by Visual Domain Prompt Generation Zhixiang Chi Li Gu Tao Zhong Huan Liu Yuanhao Yu Konstantinos N Plataniotis Yang Wang VLM OOD 39 7 0 05 May 2024
Accelerated Fully First-Order Methods for Bilevel and Minimax Optimization Chris Junchi Li 56 0 0 01 May 2024
MetaRM: Shifted Distributions Alignment via Meta-Learning Shihan Dou Yan Liu Enyu Zhou Tianlong Li Haoxiang Jia ... Junjie Ye Rui Zheng Tao Gui Qi Zhang Xuanjing Huang OOD 57 2 0 01 May 2024
Towards Incremental Learning in Large Language Models: A Critical Review M. Jovanovic Peter Voss ELM CLL KELM 37 5 0 28 Apr 2024