Learning Paradigms

Federated Learning with Positive and Unlabeled Data ICML 2022 Federated Minimax Optimization: Improved Convergence Analyses and Algorithms ICML 2022 Federated Multi-Task Attention for Cross-Individual Human Activity Recognition IJCAI 2022 Federated Nearest Neighbor Classification with a Colony of Fruit-Flies AAAI 2022 Federated Reinforcement Learning: Linear Speedup Under Markovian Sampling ICML 2022 Federated Reinforcement Learning with Environment Heterogeneity AISTATS 2022 Federated Self-supervised Speech Representations: Are We There Yet? Interspeech 2022 FedFR: Joint Optimization Federated Framework for Generic and Personalized Face Recognition AAAI 2022 FedNest: Federated Bilevel, Minimax, and Compositional Optimization ICML 2022 FedNST: Federated Noisy Student Training for Automatic Speech Recognition Interspeech 2022 FedPop: A Bayesian Approach for Personalised Federated Learning NeurIPS 2022 FedProto: Federated Prototype Learning across Heterogeneous Clients AAAI 2022 FedRolex: Model-Heterogeneous Federated Learning with Rolling Sub-Model Extraction NeurIPS 2022 FedScale: Benchmarking Model and System Performance of Federated Learning at Scale ICML 2022 FedSoft: Soft Clustered Federated Learning with Proximal Local Updating AAAI 2022 FedSR: A Simple and Effective Domain Generalization Method for Federated Learning NeurIPS 2022 Feeding What You Need by Understanding What You Learned ACL 2022 Few-Shot (Dis)Agreement Identification in Online Discussions with Regularized and Augmented Meta-Learning EMNLP 2022 Few-Shot Fast-Adaptive Anomaly Detection NeurIPS 2022 Few-shot initializing of Active Learner via Meta-Learning EMNLP 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 Fishing for User Data in Large-Batch Federated Learning via Gradient Magnification ICML 2022 FLIX: A Simple and Communication-Efficient Alternative to Local Methods in Federated Learning AISTATS 2022 FLVoogd: Robust And Privacy Preserving Federated Learning ACML 2022