Advances and Challenges in Meta-Learning: A Technical Review

10 July 2023

Anna Vettoruzzo

Mohamed-Rafik Bouguelia

Joaquin Vanschoren

Thorsteinn Rögnvaldsson

K. Santosh

OffRL

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Papers citing "Advances and Challenges in Meta-Learning: A Technical Review"

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Title
CAMeL: Cross-modality Adaptive Meta-Learning for Text-based Person Retrieval Hang Yu Jiahao Wen Zhedong Zheng 48 0 0 26 Apr 2025
Decentralized Nonconvex Composite Federated Learning with Gradient Tracking and Momentum Yuan Zhou Xinli Shi Xuelong Li Jiachen Zhong G. Wen Jinde Cao FedML 41 0 0 17 Apr 2025
A Survey on fMRI-based Brain Decoding for Reconstructing Multimodal Stimuli Pengyu Liu Guohua Dong D. Guo Kun Li Fengling Li Xun Yang Meng Wang Xiaomin Ying AI4CE 41 0 0 20 Mar 2025
Riemannian Geometric-based Meta Learning JuneYoung Park YuMi Lee Tae Joon Kim Jang-Hwan Choi 55 0 0 14 Mar 2025
Online Meta-learning for AutoML in Real-time (OnMAR) Mia Gerber Anna Sergeevna Bosman J. D. Villiers OffRL 38 0 0 27 Feb 2025
Few-shot Structure-Informed Machinery Part Segmentation with Foundation Models and Graph Neural Networks Michael Schwingshackl Fabio Francisco Oberweger Markus Murschitz 48 1 0 20 Jan 2025
Differentiable Prompt Learning for Vision Language Models Zhenhan Huang Tejaswini Pedapati Pin-Yu Chen Jianxi Gao VLM 28 0 0 03 Jan 2025
Multi-modal Speech Emotion Recognition via Feature Distribution Adaptation Network Shaokai Li Yixuan Ji Peng Song Haoqin Sun Wenming Zheng 21 0 0 29 Oct 2024
Electrocardiogram-Language Model for Few-Shot Question Answering with Meta Learning Jialu Tang Tong Xia Yuan Lu Cecilia Mascolo Aaqib Saeed AI4MH 54 2 0 18 Oct 2024
Meta-Learning from Learning Curves for Budget-Limited Algorithm Selection Manh Hung Nguyen Lisheng Sun-Hosoya Isabelle M Guyon 32 1 0 10 Oct 2024
Artificial Human Intelligence: The role of Humans in the Development of Next Generation AI Suayb S. Arslan 23 2 0 24 Sep 2024
MSARS: A Meta-Learning and Reinforcement Learning Framework for SLO Resource Allocation and Adaptive Scaling for Microservices Kan Hu Linfeng Wen Minxian Xu Kejiang Ye 23 0 0 23 Sep 2024
Meta-UAD: A Meta-Learning Scheme for User-level Network Traffic Anomaly Detection Tongtong Feng Qi Qi Lingqi Guo Jingyu Wang 28 0 0 30 Aug 2024
Learning to Learn without Forgetting using Attention Anna Vettoruzzo Joaquin Vanschoren Mohamed-Rafik Bouguelia Thorsteinn Rögnvaldsson CLL 41 2 0 06 Aug 2024
On ADMM in Heterogeneous Federated Learning: Personalization, Robustness, and Fairness Shengkun Zhu Jinshan Zeng Sheng Wang Yuan Sun Xiaodong Li Yuan Yao Zhiyong Peng 44 0 0 23 Jul 2024
A Comprehensive Review of Few-shot Action Recognition Yuyang Wanyan Xiaoshan Yang Weiming Dong Changsheng Xu VLM 74 3 0 20 Jul 2024
A Meta-Learning Approach for Multi-Objective Reinforcement Learning in Sustainable Home Environments Junlin Lu Patrick Mannion Karl Mason 36 0 0 16 Jul 2024
Unsupervised Meta-Learning via In-Context Learning Anna Vettoruzzo Lorenzo Braccaioli Joaquin Vanschoren M. Nowaczyk SSL 59 0 0 25 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
A Weight-aware-based Multi-source Unsupervised Domain Adaptation Method for Human Motion Intention Recognition Xiao-Yin Liu Guo-Tao Li Xiao-Hu Zhou Xu Liang Zeng-Guang Hou 67 0 0 19 Apr 2024
Domain Generalization through Meta-Learning: A Survey Arsham Gholamzadeh Khoee Yinan Yu R. Feldt AI4CE OOD 40 15 0 03 Apr 2024
AdaTreeFormer: Few Shot Domain Adaptation for Tree Counting from a Single High-Resolution Image H. A. Amirkolaee Miaojing Shi Lianghua He Mark Mulligan 18 1 0 05 Feb 2024
Personalized Federated Learning with Contextual Modulation and Meta-Learning Anna Vettoruzzo Mohamed-Rafik Bouguelia Thorsteinn Rögnvaldsson FedML 17 1 0 23 Dec 2023
When Meta-Learning Meets Online and Continual Learning: A Survey Jaehyeon Son Soochan Lee Gunhee Kim OOD CLL 32 10 0 09 Nov 2023
A Deep Learning Based Resource Allocator for Communication Systems with Dynamic User Utility Demands Pourya Behmandpoor Panagiotis Patrinos Marc Moonen 14 1 0 08 Nov 2023
Intell-dragonfly: A Cybersecurity Attack Surface Generation Engine Based On Artificial Intelligence-generated Content Technology Xingchen Wu Qin Qiu Jiaqi Li Yang Zhao 22 3 0 01 Nov 2023
Unsupervised Meta-Learning via Few-shot Pseudo-supervised Contrastive Learning Huiwon Jang Hankook Lee Jinwoo Shin VLM SSL 34 16 0 02 Mar 2023
Few-Shot Classification with Contrastive Learning Zhanyuan Yang Jinghua Wang Ying J. Zhu OODD MQ 42 55 0 17 Sep 2022
Task-Agnostic Learning to Accomplish New Tasks Xianqi Zhang Xingtao Wang Xu Liu Wenrui Wang Xiaopeng Fan Debin Zhao OffRL 85 0 0 09 Sep 2022
Efficiently Identifying Task Groupings for Multi-Task Learning Christopher Fifty Ehsan Amid Zhe Zhao Tianhe Yu Rohan Anil Chelsea Finn 206 238 1 10 Sep 2021
AutoML to Date and Beyond: Challenges and Opportunities Shubhra (Santu) Karmaker Md. Mahadi Hassan Micah J. Smith Lei Xu Chengxiang Zhai K. Veeramachaneni 73 225 0 21 Oct 2020
The Advantage of Conditional Meta-Learning for Biased Regularization and Fine-Tuning Giulia Denevi Massimiliano Pontil C. Ciliberto 34 39 0 25 Aug 2020
Meta-Baseline: Exploring Simple Meta-Learning for Few-Shot Learning Yinbo Chen Zhuang Liu Huijuan Xu Trevor Darrell Xiaolong Wang 175 340 0 09 Mar 2020
Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML Aniruddh Raghu M. Raghu Samy Bengio Oriol Vinyals 177 639 0 19 Sep 2019
Selfless Sequential Learning Rahaf Aljundi Marcus Rohrbach Tinne Tuytelaars CLL 28 114 0 14 Jun 2018
Bilevel Programming for Hyperparameter Optimization and Meta-Learning Luca Franceschi P. Frasconi Saverio Salzo Riccardo Grazzi Massimiliano Pontil 110 716 0 13 Jun 2018
Bayesian Model-Agnostic Meta-Learning Taesup Kim Jaesik Yoon Ousmane Amadou Dia Sungwoong Kim Yoshua Bengio Sungjin Ahn UQCV BDL 202 498 0 11 Jun 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 329 11,684 0 09 Mar 2017
Domain-Adversarial Training of Neural Networks Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 177 9,327 0 28 May 2015