Learning Paradigms

The Fundamental Price of Secure Aggregation in Differentially Private Federated Learning ICML 2022 The Poisson Binomial Mechanism for Unbiased Federated Learning with Secure Aggregation ICML 2022 The Role of Deconfounding in Meta-learning ICML 2022 The Two Dimensions of Worst-Case Training and Their Integrated Effect for Out-of-Domain Generalization CVPR 2022 Tight and Robust Private Mean Estimation with Few Users ICML 2022 Topology-aware Generalization of Decentralized SGD ICML 2022 Towards Automated Discovery of God-Like Folk Algorithms for Rubik’s Cube AAAI 2022 Towards Federated Bayesian Network Structure Learning with Continuous Optimization AISTATS 2022 Towards Learning Universal Hyperparameter Optimizers with Transformers NeurIPS 2022 Towards Multi-Domain Single Image Dehazing via Test-Time Training CVPR 2022 Towards Theoretically Inspired Neural Initialization Optimization NeurIPS 2022 Trace norm regularization for multi-task learning with scarce data COLT 2022 Training Dynamics for Curriculum Learning: A Study on Monolingual and Cross-lingual NLU EMNLP 2022 Training Mixed-Domain Translation Models via Federated Learning NAACL 2022 Transfer Learning In Differential Privacy’s Hybrid-Model ICML 2022 Transfer Learning with Gaussian Processes for Bayesian Optimization AISTATS 2022 Transformer Neural Processes: Uncertainty-Aware Meta Learning Via Sequence Modeling ICML 2022 Transformers are Meta-Reinforcement Learners ICML 2022 Understanding Benign Overfitting in Gradient-Based Meta Learning NeurIPS 2022 Understanding Clipping for Federated Learning: Convergence and Client-Level Differential Privacy ICML 2022 Unraveling Model-Agnostic Meta-Learning via The Adaptation Learning Rate ICLR 2022 Unsupervised Domain Adaptation for Text Classification via Meta Self-Paced Learning COLING 2022 User-Level Differential Privacy against Attribute Inference Attack of Speech Emotion Recognition on Federated Learning Interspeech 2022 Variance Reduced ProxSkip: Algorithm, Theory and Application to Federated Learning NeurIPS 2022 Vertically Federated Graph Neural Network for Privacy-Preserving Node Classification IJCAI 2022