Meta-Learning

Multidimensional Belief Quantification for Label-Efficient Meta-Learning CVPR 2022 Near-Optimal Task Selection for Meta-Learning with Mutual Information and Online Variational Bayesian Unlearning AISTATS 2022 On Enforcing Better Conditioned Meta-Learning for Rapid Few-Shot Adaptation NeurIPS 2022 On Implicit Bias in Overparameterized Bilevel Optimization ICML 2022 On the Convergence Theory for Hessian-Free Bilevel Algorithms NeurIPS 2022 On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning NAACL 2022 On the Episodic Difficulty of Few-shot Learning ACML 2022 On the Generalizability and Predictability of Recommender Systems NeurIPS 2022 On Utilizing Constituent Language Resources to Improve Downstream Tasks in Hinglish EMNLP 2022 Optimization-Derived Learning with Essential Convergence Analysis of Training and Hyper-training ICML 2022 OSSEM: one-shot speaker adaptive speech enhancement using meta learning Interspeech 2022 PDSketch: Integrated Domain Programming, Learning, and Planning NeurIPS 2022 Persian Natural Language Inference: A Meta-learning Approach COLING 2022 PLATINUM: Semi-Supervised Model Agnostic Meta-Learning using Submodular Mutual Information ICML 2022 Pro-KD: Progressive Distillation by Following the Footsteps of the Teacher COLING 2022 Provable Generalization of Overparameterized Meta-learning Trained with SGD NeurIPS 2022 Quantifying Adaptability in Pre-trained Language Models with 500 Tasks NAACL 2022 Remember Intentions: Retrospective-Memory-Based Trajectory Prediction CVPR 2022 Rethinking Task Sampling for Few-shot Vision-Language Transfer Learning COLING 2022 Robust Self-Augmentation for Named Entity Recognition with Meta Reweighting NAACL 2022 Robust Task Representations for Offline Meta-Reinforcement Learning via Contrastive Learning ICML 2022 SAT: Improving Semi-Supervised Text Classification with Simple Instance-Adaptive Self-Training EMNLP 2022 Self-Distillation with Meta Learning for Knowledge Graph Completion EMNLP 2022 Sentence-aware Adversarial Meta-Learning for Few-Shot Text Classification COLING 2022 Set-based Meta-Interpolation for Few-Task Meta-Learning NeurIPS 2022