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How to train your MAML

22 October 2018

Antreas Antoniou

Harrison Edwards

Amos Storkey

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Papers citing "How to train your MAML"

50 / 398 papers shown

Title
Evaluating Model-Agnostic Meta-Learning on MetaWorld ML10 Benchmark: Fast Adaptation in Robotic Manipulation Tasks Sanjar Atamuradov 32 0 0 15 Nov 2025
Quadratic Direct Forecast for Training Multi-Step Time-Series Forecast Models Hao Wang Licheng Pan Yuan Lu Zhichao Chen Tianqiao Liu Shuting He Zhixuan Chu Qingsong Wen Haoxuan Li Zhouchen Lin AI4TS 113 0 0 28 Oct 2025
Toward Carbon-Neutral Human AI: Rethinking Data, Computation, and Learning Paradigms for Sustainable Intelligence KC Santosh Rodrigue Rizk Longwei Wang 92 0 0 27 Oct 2025
Heterogeneous Adversarial Play in Interactive Environments Manjie Xu Xinyi Yang Jiayu Zhan Wei Liang Chi Zhang Yixin Zhu 141 0 0 21 Oct 2025
Directed-MAML: Meta Reinforcement Learning Algorithm with Task-directed Approximation Yang Zhang Huiwen Yan Mushuang Liu 100 0 0 30 Sep 2025
A $^2$ M $^2$ -Net: Adaptively Aligned Multi-Scale Moment for Few-Shot Action RecognitionInternational Journal of Computer Vision (IJCV), 2025 Zilin Gao Qilong Wang Bingbing Zhang Q. Hu P. Li 124 0 0 22 Sep 2025
BATR-FST: Bi-Level Adaptive Token Refinement for Few-Shot Transformers Mohammed Al-Habib Zuping Zhang Abdulrahman Noman 96 0 0 16 Sep 2025
CCoMAML: Efficient Cattle Identification Using Cooperative Model-Agnostic Meta-Learning Rabin Dulal Lihong Zheng Ashad Kabir 96 0 0 14 Sep 2025
Cough Classification using Few-Shot Learning Yoga Disha Sendhil Kumar Manas V Shetty Sudip Vhaduri 64 0 0 11 Sep 2025
Efficient Masked Attention Transformer for Few-Shot Classification and Segmentation Dustin Carrión-Ojeda Stefan Roth Simone Schaub-Meyer 139 0 0 31 Jul 2025
Flows and Diffusions on the Neural Manifold Daniel Saragih Deyu Cao Tejas Balaji DiffM AI4CE 234 1 0 14 Jul 2025
Detecting Sockpuppetry on Wikipedia Using Meta-LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Luc Raszewski Christine De Kock 644 1 0 12 Jun 2025
Meta-Adaptive Prompt Distillation for Few-Shot Visual Question Answering Akash Gupta Amos Storkey Mirella Lapata VLM 261 0 0 07 Jun 2025
Meta-PerSER: Few-Shot Listener Personalized Speech Emotion Recognition via Meta-learning Liang-Yeh Shen Shi-Xin Fang Yi-Cheng Lin Huang-Cheng Chou Hung-yi Lee 127 2 0 22 May 2025
Rethinking Temporal Fusion with a Unified Gradient Descent View for 3D Semantic Occupancy PredictionComputer Vision and Pattern Recognition (CVPR), 2025 Dubing Chen Huan Zheng Jin Fang Xingping Dong Xianfei Li Wenlong Liao Tao He Pai Peng Jianbing Shen 519 3 0 17 Apr 2025
Meta-Continual Learning of Neural FieldsInternational Conference on Learning Representations (ICLR), 2025 Seungyoon Woo Junhyeog Yun Gunhee Kim CLL AI4CE 281 2 0 08 Apr 2025
Convolutional Neural Networks Can (Meta-)Learn the Same-Different Relation Max Gupta Sunayana Rane R. Thomas McCoy Thomas L. Griffiths DRL SSL OOD 884 0 0 29 Mar 2025
Riemannian Geometric-based Meta LearningAAAI Conference on Artificial Intelligence (AAAI), 2025 JuneYoung Park YuMi Lee Tae Joon Kim Jang-Hwan Choi 204 0 0 14 Mar 2025
Learning to Generalize without Bias for Open-Vocabulary Action Recognition Yating Yu Congqi Cao Yifan Zhang Yanning Zhang VLM 294 4 0 27 Feb 2025
Evolution and The Knightian Blindspot of Machine Learning Joel Lehman Elliot Meyerson Tarek El-Gaaly Kenneth O. Stanley Tarin Ziyaee 316 7 0 22 Jan 2025
MetaNeRV: Meta Neural Representations for Videos with Spatial-Temporal GuidanceAAAI Conference on Artificial Intelligence (AAAI), 2025 Jialong Guo Ke Liu Jiangchao Yao Zhihua Wang Jiajun Bu Haishuai Wang AI4TS 294 5 0 20 Jan 2025
Meta-Learning for Physically-Constrained Neural System Identification Ankush Chakrabarty Gordon Wichern Vedang M. Deshpande Abraham P. Vinod Karl Berntorp C. Laughman 146 1 0 10 Jan 2025
Learning to Adapt to Low-Resource Paraphrase GenerationConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Zhigen Li Yanmeng Wang Rizhao Fan Ye Wang Jianfeng Li Shaojun Wang 306 6 0 22 Dec 2024
MLDGG: Meta-Learning for Domain Generalization on GraphsKnowledge Discovery and Data Mining (KDD), 2024 Q. Tian Chen Zhao Minglai Shao Wenjun Wang Yujie Lin Dong Li OOD AI4CE 356 1 0 19 Nov 2024
Generalizable Person Re-identification via Balancing Alignment and UniformityNeural Information Processing Systems (NeurIPS), 2024 Y. Cho JaeYoon Kim Woo Jae Kim Junsik Jung Sung-eui Yoon CVBM OOD 322 7 0 18 Nov 2024
Online Item Cold-Start Recommendation with Popularity-Aware Meta-LearningKnowledge Discovery and Data Mining (KDD), 2024 Yihao Luo Yuezihan Jiang Yinjie Jiang Gaode Chen Jiadong Wang Kaigui Bian Peiyi Li Qi Zhang 240 8 0 18 Nov 2024
Meta-Learning with Heterogeneous Tasks Zhaofeng Si Shu Hu Kaiyi Ji Siwei Lyu 195 2 0 24 Oct 2024
Adaptive Prompt Learning with SAM for Few-shot Scanning Probe Microscope Image Segmentation Yao Shen Ziwei Wei Chunmeng Liu Shuming Wei Qi Zhao Kaiyang Zeng Guangyao Li VLM 149 3 0 16 Oct 2024
Improve Meta-learning for Few-Shot Text Classification with All You Can Acquire from the TasksConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Xinyue Liu Yunlong Gao Linlin Zong Bo Xu VLM 198 2 0 14 Oct 2024
Oops, I Sampled it Again: Reinterpreting Confidence Intervals in Few-Shot Learning Raphael Lafargue Luke Smith Franck Vermet Mathias Löwe Ian Reid Vincent Gripon Jack Valmadre 177 0 0 04 Sep 2024
LeMON: Learning to Learn Multi-Operator Networks Jingmin Sun Zecheng Zhang Hayden Schaeffer 369 9 0 28 Aug 2024
MICM: Rethinking Unsupervised Pretraining for Enhanced Few-shot LearningACM Multimedia (MM), 2024 Zhenyu Zhang Guangyao Chen Yixiong Zou Zhimeng Huang Yuhua Li Ruixuan Li VLM 177 5 0 23 Aug 2024
Learning Unknowns from Unknowns: Diversified Negative Prototypes Generator for Few-Shot Open-Set RecognitionACM Multimedia (MM), 2024 Zhenyu Zhang Guangyao Chen Yixiong Zou Yuhua Li Ruixuan Li UQCV 287 3 0 23 Aug 2024
A Simple Task-aware Contrastive Local Descriptor Selection Strategy for Few-shot Learning between inter class and intra classInternational Conference on Artificial Neural Networks (ICANN), 2024 Qian Qiao Yu Xie Shaoyao Huang Fanzhang Li 258 0 0 12 Aug 2024
FewShotNeRF: Meta-Learning-based Novel View Synthesis for Rapid Scene-Specific Adaptation Piraveen Sivakumar Paul Janson Jathushan Rajasegaran Thanuja D. Ambegoda 212 1 0 09 Aug 2024
Learn To Learn More Precisely Runxi Cheng Yongxian Wei Xianglong He Wanyun Zhu Songsong Huang Fei Richard Yu Fei Ma Chun Yuan 216 0 0 08 Aug 2024
Meta-Learning Neural Procedural Biases Christian Raymond Qi Chen Bing Xue Mengjie Zhan 261 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 194 8 0 09 Jun 2024
Cooperative Meta-Learning with Gradient AugmentationConference on Uncertainty in Artificial Intelligence (UAI), 2024 Jongyun Shin Seunjin Han Jangho Kim VLM 159 3 0 07 Jun 2024
MAML-en-LLM: Model Agnostic Meta-Training of LLMs for Improved In-Context LearningKnowledge Discovery and Data Mining (KDD), 2024 Sanchit Sinha Yuguang Yue Victor Soto Mayank Kulkarni Jianhua Lu Aidong Zhang LRM 237 12 0 19 May 2024
On-device Online Learning and Semantic Management of TinyML SystemsACM Transactions on Embedded Computing Systems (TECS), 2024 Haoyu Ren Xue Li Darko Anicic Thomas Runkler 330 11 0 13 May 2024
Data-Efficient and Robust Task Selection for Meta-Learning Donglin Zhan James Anderson OOD 257 3 0 11 May 2024
Bi-CL: A Reinforcement Learning Framework for Robots Coordination Through Bi-level Optimization Zechen Hu Daigo Shishika Xuesu Xiao Xuan Wang 208 5 0 23 Apr 2024
A (More) Realistic Evaluation Setup for Generalisation of Community Models on Malicious Content Detection Ivo Verhoeven Pushkar Mishra Rahel Beloch H. Yannakoudakis Ekaterina Shutova 187 2 0 02 Apr 2024
Meta Episodic learning with Dynamic Task Sampling for CLIP-based Point Cloud Classification S. Ghose Yang Wang 3DPC 148 0 0 01 Apr 2024
Prompt Learning via Meta-Regularization Jinyoung Park Juyeon Ko Hyunwoo J. Kim VLM VPVLM 280 38 0 01 Apr 2024
MetaCap: Meta-learning Priors from Multi-View Imagery for Sparse-view Human Performance Capture and Rendering Guoxing Sun Rishabh Dabral Pascal Fua Christian Theobalt Marc Habermann 3DH 270 9 0 27 Mar 2024
A Survey of Machine Learning for Estimating Workload: Considering Unknown Tasks Josh Bhagat Smith Julie A. Adams 273 0 0 20 Mar 2024
Task Attribute Distance for Few-Shot Learning: Theoretical Analysis and Applications Minyang Hu Hong Chang Zong Guo Bingpeng Ma Shiguang Shan Xilin Chen VLM 321 1 0 06 Mar 2024
Learning to Defer to a Population: A Meta-Learning Approach Dharmesh Tailor Aditya Patra Rajeev Verma Putra Manggala Eric Nalisnick 324 21 0 05 Mar 2024