federated learning

On-Demand Federated Learning for Arbitrary Target Class Distributions AISTATS 2024 On Differentially Private Federated Linear Contextual Bandits ICLR 2024 On Disentanglement of Asymmetrical Knowledge Transfer for Modality-Task Agnostic Federated Learning AAAI 2024 One-shot Empirical Privacy Estimation for Federated Learning ICLR 2024 One-shot Federated Learning via Synthetic Distiller-Distillate Communication NeurIPS 2024 On Mitigating the Utility-Loss in Differentially Private Learning: A New Perspective by a Geometrically Inspired Kernel Approach (Abstract Reprint) IJCAI 2024 On Sampling Strategies for Spectral Model Sharding NeurIPS 2024 On the Necessity of Collaboration for Online Model Selection with Decentralized Data NeurIPS 2024 On the Role of Server Momentum in Federated Learning AAAI 2024 Open-Vocabulary Federated Learning with Multimodal Prototyping NAACL 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 PerFedRLNAS: One-for-All Personalized Federated Neural Architecture Search AAAI 2024 Performative Federated Learning: A Solution to Model-Dependent and Heterogeneous Distribution Shifts AAAI 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 Personalized PCA: Decoupling Shared and Unique Features JMLR 2024 pFedClub: Controllable Heterogeneous Model Aggregation for Personalized Federated Learning NeurIPS 2024