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model-agnostic meta-learning

66 papers

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Also known as

MAML

Co-occurring keywords

few-shot learning (3390) task adaptation (81) representation learning (6174) transfer learning (5442) gradient descent (1143) continual learning (1164) multi-task learning (2556) bilevel optimization (193) fast adaptation (22) catastrophic forgetting (939)

Papers

Meta-Pretraining for Zero-Shot Cross-Lingual Named Entity Recognition in Low-Resource Philippine Languages EMNLP 2025
Rethinking the Starting Point: Collaborative Pre-Training for Federated Downstream Tasks AAAI 2025
Hypernetwork Approach to Bayesian MAML (Student Abstract) AAAI 2025
Towards Cross-Lingual Audio Abuse Detection in Low-Resource Settings with Few-Shot Learning COLING 2025
Riemannian Geometric-based Meta Learning AAAI 2025
MoML: Online Meta Adaptation for 3D Human Motion Prediction CVPR 2024
Meta-learning linear quadratic regulators: a policy gradient MAML approach for model-free LQR L4DC 2024
Meta-Learning-Based Adaptive Stability Certificates for Dynamical Systems AAAI 2024
Task-Adaptive Meta-Learning Framework for Advancing Spatial Generalizability AAAI 2023
PubMedCLIP: How Much Does CLIP Benefit Visual Question Answering in the Medical Domain? EACL 2023
Memory-Based Optimization Methods for Model-Agnostic Meta-Learning and Personalized Federated Learning JMLR 2023
Ground-Truth Free Meta-Learning for Deep Compressive Sampling CVPR 2023
Mitigating Catastrophic Forgetting for Few-Shot Spoken Word Classification Through Meta-Learning INTERSPEECH 2023
Towards Reliable Neural Machine Translation with Consistency-Aware Meta-Learning AAAI 2023
Provable Generalization of Overparameterized Meta-learning Trained with SGD NIPS 2022
Rethinking Task Sampling for Few-shot Vision-Language Transfer Learning COLING 2022
MetaPrompting: Learning to Learn Better Prompts COLING 2022
Theoretical Convergence of Multi-Step Model-Agnostic Meta-Learning JMLR 2022
Few-shot initializing of Active Learner via Meta-Learning EMNLP 2022
Missing Modality meets Meta Sampling (M3S): An Efficient Universal Approach for Multimodal Sentiment Analysis with Missing Modality IJCNLP 2022
Contextual Gradient Scaling for Few-Shot Learning WACV 2022
PLATINUM: Semi-Supervised Model Agnostic Meta-Learning using Submodular Mutual Information ICML 2022
A Nested Bi-level Optimization Framework for Robust Few Shot Learning AAAI 2022
Decomposed Meta-Learning for Few-Shot Named Entity Recognition ACL 2022
Transferring Hierarchical Structures with Dual Meta Imitation Learning CORL 2022