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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
Fairness in Machine Learning-based Hand Load Estimation: A Case Study on Load Carriage Tasks Arafat Rahman Sol Lim Seokhyun Chung FaML 111 0 0 08 Apr 2025
Analyzing the Impact of Low-Rank Adaptation for Cross-Domain Few-Shot Object Detection in Aerial Images Hicham Talaoubrid Anissa Mokraoui Ismail Ben Ayed Axel Prouvost Sonimith Hang Monit Korn Rémi Harvey ObjD 104 1 0 08 Apr 2025
Meta-Continual Learning of Neural Fields Seungyoon Woo Junhyeog Yun Gunhee Kim CLL AI4CE 117 1 0 08 Apr 2025
Robo-taxi Fleet Coordination at Scale via Reinforcement Learning Luigi Tresca Carolin Schmidt James Harrison Filipe Rodrigues G. Zardini Daniele Gammelli Marco Pavone 99 3 0 08 Apr 2025
Exploiting Meta-Learning-based Poisoning Attacks for Graph Link Prediction Mingchen Li Di Zhuang Keyu Chen Dumindu Samaraweera Morris Chang AAML 78 0 0 08 Apr 2025
Federated Neural Architecture Search with Model-Agnostic Meta Learning Xinyuan Huang Jiechao Gao FedML AI4CE 77 0 0 08 Apr 2025
GOTHAM: Graph Class Incremental Learning Framework under Weak Supervision Aditya Hemant Shahane Prathosh A.P Sandeep Kumar CLL 67 0 0 07 Apr 2025
iADCPS: Time Series Anomaly Detection for Evolving Cyber-physical Systems via Incremental Meta-learning Jiyu Tian Mingchu Li Liming Chen Zihao Wang AI4TS 75 0 0 06 Apr 2025
A Comprehensive Survey of Challenges and Opportunities of Few-Shot Learning Across Multiple Domains Andrea Gajic Sudip Vhaduri OOD VLM 123 0 0 05 Apr 2025
Towards An Efficient and Effective En Route Travel Time Estimation Framework Zekai Shen Haitao Yuan Xiaowei Mao Congkang Lv Shengnan Guo Youfang Lin Huaiyu Wan 66 0 0 05 Apr 2025
Loss Functions in Deep Learning: A Comprehensive Review Omar Elharrouss Yasir Mahmood Yassine Bechqito Mohamed Adel Serhani E. Badidi Jamal Riffi Hamid Tairi 128 0 0 05 Apr 2025
Outlook Towards Deployable Continual Learning for Particle Accelerators Kishansingh Rajput Sen Lin Auralee Edelen Willem Blokland Malachi Schram 71 0 0 04 Apr 2025
DML-RAM: Deep Multimodal Learning Framework for Robotic Arm Manipulation using Pre-trained Models Sathish Kumar Swaroop Damodaran Naveen Kumar Kuruba S. Jha Arvind Ramanathan 47 1 0 04 Apr 2025
The Self-Learning Agent with a Progressive Neural Network Integrated Transformer Ajay Sivakumar Shalini Vasantha Raj Sebastian Sylvester AI4CE 46 0 0 03 Apr 2025
Sparse Gaussian Neural Processes Tommy Rochussen Vincent Fortuin BDL UQCV 198 0 0 02 Apr 2025
Transductive One-Shot Learning Meet Subspace Decomposition Kyle Stein A. Mahyari Guillermo Francia III Eman El-Sheikh VLM 118 1 0 01 Apr 2025
MetaCLBench: Meta Continual Learning Benchmark on Resource-Constrained Edge Devices Sijia Li Young D. Kwon Lik-Hang Lee Pan Hui 89 0 0 31 Mar 2025
SalesRLAgent: A Reinforcement Learning Approach for Real-Time Sales Conversion Prediction and Optimization Nandakishor M 64 0 0 30 Mar 2025
Convolutional Neural Networks Can (Meta-)Learn the Same-Different Relation Max Gupta Sunayana Rane R. Thomas McCoy Thomas L. Griffiths SSL OOD DRL 478 0 0 29 Mar 2025
Unbiased Max-Min Embedding Classification for Transductive Few-Shot Learning: Clustering and Classification Are All You Need Yang Liu Feixiang Liu Jiale Du Xinbo Gao Jungong Han 89 0 0 28 Mar 2025
Adaptive Clipping for Privacy-Preserving Few-Shot Learning: Enhancing Generalization with Limited Data Kanishka Ranaweera Dinh C. Nguyen P. Pathirana David B. Smith Ming Ding Thierry Rakotoarivelo A. Seneviratne 99 0 0 27 Mar 2025
DataPlatter: Boosting Robotic Manipulation Generalization with Minimal Costly Data Liming Zheng Feng Yan Fanfan Liu C. Feng Yufeng Zhong Yiyang Huang Lin Ma 106 0 0 25 Mar 2025
Optimizing Language Models for Inference Time Objectives using Reinforcement Learning Yunhao Tang Kunhao Zheng Gabriel Synnaeve Rémi Munos 67 3 0 25 Mar 2025
Efficient Continual Adaptation of Pretrained Robotic Policy with Online Meta-Learned Adapters Ruiqi Zhu Endong Sun Guanhe Huang Oya Celiktutan CLL OnRL 135 0 0 24 Mar 2025
Learning to segment anatomy and lesions from disparately labeled sources in brain MRI Meva Himmetoglu Ilja Ciernik E. Konukoglu 76 1 0 24 Mar 2025
FACE: Few-shot Adapter with Cross-view Fusion for Cross-subject EEG Emotion Recognition Haiqi Liu Chao Chen Tianze Zhang CVBM 134 1 0 24 Mar 2025
Reinforcement Learning in Switching Non-Stationary Markov Decision Processes: Algorithms and Convergence Analysis Mohsen Amiri Sindri Magnússon 87 0 0 24 Mar 2025
End-to-End Implicit Neural Representations for Classification Alexander Gielisse Jan van Gemert 122 0 0 23 Mar 2025
Adaptive Physics-informed Neural Networks: A Survey Edgar Torres Jonathan Schiefer Mathias Niepert PINN AI4CE 147 0 0 23 Mar 2025
Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain Generalization Xiran Wang Jian Zhang Lei Qi Yinghuan Shi 99 1 0 23 Mar 2025
HyperNVD: Accelerating Neural Video Decomposition via Hypernetworks Maria Pilligua Danna Xue Javier Vázquez-Corral 87 0 0 21 Mar 2025
Meta-Learning Neural Mechanisms rather than Bayesian Priors Michael Goodale Salvador Mascarenhas Yair Lakretz 150 1 0 20 Mar 2025
Empirical Analysis of Privacy-Fairness-Accuracy Trade-offs in Federated Learning: A Step Towards Responsible AI Dawood Wasif Dian Chen Sindhuja Madabushi Nithin Alluru T. Moore Jin-Hee Cho FedML 137 0 0 20 Mar 2025
Decision Feedback In-Context Learning for Wireless Symbol Detection Li Fan Jing Yang Jing Yang Cong Shen 131 0 0 20 Mar 2025
Enhanced Vascular Flow Simulations in Aortic Aneurysm via Physics-Informed Neural Networks and Deep Operator Networks Oscar L. Cruz-González Valérie Deplano Badih Ghattas MedIm AI4CE 73 0 0 19 Mar 2025
A Convex Formulation of Game-theoretic Hierarchical Routing Dong Ho Lee Kaitlyn Donnel Max Z. Li David Fridovich-Keil 138 1 0 18 Mar 2025
DUNE: Distilling a Universal Encoder from Heterogeneous 2D and 3D Teachers Mert Bulent Sariyildiz Philippe Weinzaepfel Thomas Lucas Pau de Jorge Diane Larlus Yannis Kalantidis 110 0 0 18 Mar 2025
A Generalist Hanabi Agent Arjun Vaithilingam Sudhakar Hadi Nekoei Mathieu Reymond Miao Liu Janarthanan Rajendran Sarath Chandar 481 0 0 17 Mar 2025
Augmented Adversarial Trigger Learning Zhe Wang Yanjun Qi 92 0 0 16 Mar 2025
Point-Cache: Test-time Dynamic and Hierarchical Cache for Robust and Generalizable Point Cloud Analysis Hongyu Sun Qiuhong Ke Ming Cheng Yanjie Wang Deying Li Chenhui Gou Jianfei Cai 3DPC 141 0 0 15 Mar 2025
Riemannian Geometric-based Meta Learning JuneYoung Park YuMi Lee Tae Joon Kim Jang-Hwan Choi 87 0 0 14 Mar 2025
Test-Time Training Provably Improves Transformers as In-context Learners Halil Alperen Gozeten M. E. Ildiz Xuechen Zhang Mahdi Soltanolkotabi Marco Mondelli Samet Oymak 146 3 0 14 Mar 2025
Context-aware Constrained Reinforcement Learning Based Energy-Efficient Power Scheduling for Non-stationary XR Data Traffic Kexuan Wang An Liu 81 0 0 13 Mar 2025
Meta-learning characteristics and dynamics of quantum systems Lucas Schorling Pranav Vaidhyanathan Jonas Schuff M. J. Carballido D. Zumbuhl Gerard Milburn Florian Marquardt Jakob Foerster Michael A. Osborne N. Ares AI4CE 82 2 0 13 Mar 2025
Towards Graph Foundation Models: A Transferability Perspective Yansen Wang Wenqi Fan Suhang Wang Yao Ma 88 1 0 13 Mar 2025
Moss: Proxy Model-based Full-Weight Aggregation in Federated Learning with Heterogeneous Models Y. Cai Ziqi Zhang Ding Li Yao Guo Xiangqun Chen 159 0 0 13 Mar 2025
Learning Cascade Ranking as One Network Yunli Wang Zhenru Zhang Ziyi Wang Zhiyong Yang Yunshui Li Jian Yang Shiyang Wen Peng Jiang Kun Gai 101 0 0 12 Mar 2025
DRESS: Disentangled Representation-based Self-Supervised Meta-Learning for Diverse Tasks Wei Cui Tongzi Wu Jesse C. Cresswell Yi Sui Keyvan Golestan 117 0 0 12 Mar 2025
Zero-Shot Action Generalization with Limited Observations Abdullah Alchihabi Hanping Zhang Yuhong Guo OffRL 125 0 0 11 Mar 2025
Meta-Reinforcement Learning with Discrete World Models for Adaptive Load Balancing Cameron Redovian 115 0 0 11 Mar 2025