Federated Learning

Low-Resource Machine Translation through the Lens of Personalized Federated Learning EMNLP 2024 LR-XFL: Logical Reasoning-Based Explainable Federated Learning AAAI 2024 Mean Aggregator Is More Robust than Robust Aggregators under Label Poisoning Attacks IJCAI 2024 MetaVers: Meta-Learned Versatile Representations for Personalized Federated Learning WACV 2024 Momentum Benefits Non-iid Federated Learning Simply and Provably ICLR 2024 Multi-Agent Bandit Learning through Heterogeneous Action Erasure Channels AISTATS 2024 Multitask Online Learning: Listen to the Neighborhood Buzz AISTATS 2024 Nonconvex Federated Learning on Compact Smooth Submanifolds With Heterogeneous Data NeurIPS 2024 On-Demand Federated Learning for Arbitrary Target Class Distributions AISTATS 2024 On Differentially Private Federated Linear Contextual Bandits ICLR 2024 One-shot Federated Learning via Synthetic Distiller-Distillate Communication NeurIPS 2024 Online Continual Learning for Interactive Instruction Following Agents ICLR 2024 On the Convergence of Hierarchical Federated Learning with Partial Worker Participation UAI 2024 Optimal Private and Communication Constraint Distributed Goodness-of-Fit Testing for Discrete Distributions in the Large Sample Regime NeurIPS 2024 Optimal Regret Bounds for Collaborative Learning in Bandits ALT 2024 Parameter Disparities Dissection for Backdoor Defense in Heterogeneous Federated Learning NeurIPS 2024 PeFLL: Personalized Federated Learning by Learning to Learn ICLR 2024 PerAda: Parameter-Efficient Federated Learning Personalization with Generalization Guarantees CVPR 2024 Personalized Adapter for Large Meteorology Model on Devices: Towards Weather Foundation Models NeurIPS 2024 Personalized Federated Learning for Cross-City Traffic Prediction IJCAI 2024 Personalized Federated Learning for Text Classification with Gradient-Free Prompt Tuning NAACL 2024 Personalized Federated Learning via Feature Distribution Adaptation NeurIPS 2024 Personalized Federated Learning with Mixture of Models for Adaptive Prediction and Model Fine-Tuning NeurIPS 2024 Personalized Federated X-armed Bandit AISTATS 2024 pFedClub: Controllable Heterogeneous Model Aggregation for Personalized Federated Learning NeurIPS 2024