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Meta-Learning

1,529 papers

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Papers

Bias-tolerant Fair Classification ACML 2021
Semi-Supervised Learning with Meta-Gradient AISTATS 2021
Continual Learning using a Bayesian Nonparametric Dictionary of Weight Factors AISTATS 2021
When MAML Can Adapt Fast and How to Assist When It Cannot AISTATS 2021
Curriculum Learning by Optimizing Learning Dynamics AISTATS 2021
Low-Rank Generalized Linear Bandit Problems AISTATS 2021
Noise Contrastive Meta-Learning for Conditional Density Estimation using Kernel Mean Embeddings AISTATS 2021
Amortized Bayesian Prototype Meta-learning: A New Probabilistic Meta-learning Approach to Few-shot Image Classification AISTATS 2021
The Sample Complexity of Meta Sparse Regression AISTATS 2021
Convergence and Accuracy Trade-Offs in Federated Learning and Meta-Learning AISTATS 2021
Fast Adaptation with Linearized Neural Networks AISTATS 2021
Meta Learning in the Continuous Time Limit AISTATS 2021
Convergence Properties of Stochastic Hypergradients AISTATS 2021
Uncertainty quantification using martingales for misspecified Gaussian processes ALT 2021
Learning sparse mixtures of permutations from noisy information COLT 2021
Cluster, Split, Fuse, and Update: Meta-Learning for Open Compound Domain Adaptive Semantic Segmentation CVPR 2021
DeepMetaHandles: Learning Deformation Meta-Handles of 3D Meshes With Biharmonic Coordinates CVPR 2021
Learning To Filter: Siamese Relation Network for Robust Tracking CVPR 2021
Faster Meta Update Strategy for Noise-Robust Deep Learning CVPR 2021
Semantic-Aware Knowledge Distillation for Few-Shot Class-Incremental Learning CVPR 2021
Joint Noise-Tolerant Learning and Meta Camera Shift Adaptation for Unsupervised Person Re-Identification CVPR 2021
Meta-Mining Discriminative Samples for Kinship Verification CVPR 2021
Learned Initializations for Optimizing Coordinate-Based Neural Representations CVPR 2021
Test-Time Fast Adaptation for Dynamic Scene Deblurring via Meta-Auxiliary Learning CVPR 2021
Simulating Unknown Target Models for Query-Efficient Black-Box Attacks CVPR 2021