Meta-Learning

Efficient Meta Reinforcement Learning for Preference-based Fast Adaptation NeurIPS 2022 Efficient Online Bayesian Inference for Neural Bandits AISTATS 2022 Efficient Variance Reduction for Meta-learning ICML 2022 Enhancing Few-Shot Image Classification With Unlabelled Examples WACV 2022 Evaluated CMI Bounds for Meta Learning: Tightness and Expressiveness NeurIPS 2022 Expected Improvement for Contextual Bandits NeurIPS 2022 Explaining Models of Mental Health via Clinically Grounded Auxiliary Tasks NAACL 2022 Exploring Example Influence in Continual Learning NeurIPS 2022 FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs IJCAI 2022 Fast inference and transfer of compositional task structures for few-shot task generalization UAI 2022 Fast-Rate PAC-Bayesian Generalization Bounds for Meta-Learning ICML 2022 Fenrir: Physics-Enhanced Regression for Initial Value Problems ICML 2022 Few-Shot (Dis)Agreement Identification in Online Discussions with Regularized and Augmented Meta-Learning EMNLP 2022 Few-shot initializing of Active Learner via Meta-Learning EMNLP 2022 Few-Shot Object Detection by Attending to Per-Sample-Prototype WACV 2022 Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning NeurIPS 2022 Fine-Grained Analysis of Stability and Generalization for Modern Meta Learning Algorithms NeurIPS 2022 Finer-grained Modeling units-based Meta-Learning for Low-resource Tibetan Speech Recognition Interspeech 2022 Forging Multiple Training Objectives for Pre-trained Language Models via Meta-Learning EMNLP 2022 Generalization Bounded Implicit Learning of Nearly Discontinuous Functions L4DC 2022 Generalizing Few-Shot NAS with Gradient Matching ICLR 2022 GenSDF: Two-Stage Learning of Generalizable Signed Distance Functions NeurIPS 2022 Giving Feedback on Interactive Student Programs with Meta-Exploration NeurIPS 2022 GLSO: Grammar-guided Latent Space Optimization for Sample-efficient Robot Design Automation CoRL 2022 Hidden Parameter Recurrent State Space Models For Changing Dynamics Scenarios ICLR 2022