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Meta-Learning

1524 directly classified papers

Papers per year

Papers

Triangulation candidates for Bayesian optimization NIPS 2022
b-DARTS: Beta-Decay Regularization for Differentiable Architecture Search CVPR 2022
Metalearning Linear Bandits by Prior Update AISTATS 2022
Near-Optimal Task Selection for Meta-Learning with Mutual Information and Online Variational Bayesian Unlearning AISTATS 2022
Information-Theoretic Analysis of Epistemic Uncertainty in Bayesian Meta-learning AISTATS 2022
An Algorithm for Learning Switched Linear Dynamics from Data NIPS 2022
Learning Tensor Representations for Meta-Learning AISTATS 2022
Margin-Based Few-Shot Class-Incremental Learning with Class-Level Overfitting Mitigation NIPS 2022
OST: Improving Generalization of DeepFake Detection via One-Shot Test-Time Training NIPS 2022
Task-level Differentially Private Meta Learning NIPS 2022
System-Agnostic Meta-Learning for MDP-based Dynamic Scheduling via Descriptive Policy AISTATS 2022
Meta Learning MDPs with linear transition models AISTATS 2022
Is Bayesian Model-Agnostic Meta Learning Better than Model-Agnostic Meta Learning, Provably? AISTATS 2022
Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning JMLR 2022
A Pixel-Level Meta-Learner for Weakly Supervised Few-Shot Semantic Segmentation WACV 2022
Enhancing Few-Shot Image Classification With Unlabelled Examples WACV 2022
Evaluated CMI Bounds for Meta Learning: Tightness and Expressiveness NIPS 2022
A Theoretical Understanding of Gradient Bias in Meta-Reinforcement Learning NIPS 2022
Fine-Grained Analysis of Stability and Generalization for Modern Meta Learning Algorithms NIPS 2022
Provable Generalization of Overparameterized Meta-learning Trained with SGD NIPS 2022
Non-stationary Bandits with Knapsacks NIPS 2022
Thompson Sampling for Bandit Learning in Matching Markets IJCAI 2022
Increasing the Scope as You Learn: Adaptive Bayesian Optimization in Nested Subspaces NIPS 2022
Cross-Lingual Transfer with MAML on Trees EACL 2021
Adapting Meta Knowledge with Heterogeneous Information Network for COVID-19 Themed Malicious Repository Detection IJCAI 2021