Learning Paradigms

Forging Multiple Training Objectives for Pre-trained Language Models via Meta-Learning EMNLP 2022 GAGA: Deciphering Age-path of Generalized Self-paced Regularizer NeurIPS 2022 GAL: Gradient Assisted Learning for Decentralized Multi-Organization Collaborations NeurIPS 2022 Generalized Federated Learning via Sharpness Aware Minimization ICML 2022 Generic and Trend-aware Curriculum Learning for Relation Extraction NAACL 2022 Giving Feedback on Interactive Student Programs with Meta-Exploration NeurIPS 2022 Global Convergence of Federated Learning for Mixed Regression NeurIPS 2022 Gradient Descent: The Ultimate Optimizer NeurIPS 2022 Graph Few-shot Learning with Task-specific Structures NeurIPS 2022 Gromov-Wasserstein Discrepancy with Local Differential Privacy for Distributed Structural Graphs IJCAI 2022 HCL-TAT: A Hybrid Contrastive Learning Method for Few-shot Event Detection with Task-Adaptive Threshold EMNLP 2022 Heterogeneous Ensemble Knowledge Transfer for Training Large Models in Federated Learning IJCAI 2022 Hierarchical Bayesian Bandits AISTATS 2022 HierMatch: Leveraging Label Hierarchies for Improving Semi-Supervised Learning WACV 2022 How to Train Your MAML to Excel in Few-Shot Classification ICLR 2022 Hybrid Curriculum Learning for Emotion Recognition in Conversation AAAI 2022 HyperTransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning ICML 2022 Improved Differential Privacy for SGD via Optimal Private Linear Operators on Adaptive Streams NeurIPS 2022 Improved Relation Networks for End-to-End Speaker Verification and Identification Interspeech 2022 Improving Fake News Detection of Influential Domain via Domain- and Instance-Level Transfer COLING 2022 Improving Meta-learning for Low-resource Text Classification and Generation via Memory Imitation ACL 2022 In Differential Privacy, There is Truth: on Vote-Histogram Leakage in Ensemble Private Learning NeurIPS 2022 Information-Theoretic Analysis of Epistemic Uncertainty in Bayesian Meta-learning AISTATS 2022 Interpretable Low-Resource Legal Decision Making AAAI 2022 Introducing Symmetries to Black Box Meta Reinforcement Learning AAAI 2022