Application Areas

Federated Adaptation for Foundation Model-based Recommendations IJCAI 2024 Federated Adaptive Prompt Tuning for Multi-Domain Collaborative Learning AAAI 2024 Federated Experiment Design under Distributed Differential Privacy AISTATS 2024 Federated Graph Learning for Cross-Domain Recommendation NeurIPS 2024 Federated Graph Learning under Domain Shift with Generalizable Prototypes AAAI 2024 Federated Learning via Input-Output Collaborative Distillation AAAI 2024 Federated Learning with Extremely Noisy Clients via Negative Distillation AAAI 2024 Federated Model Heterogeneous Matryoshka Representation Learning NeurIPS 2024 Federated Partial Label Learning with Local-Adaptive Augmentation and Regularization AAAI 2024 Federated Prompt Learning for Weather Foundation Models on Devices IJCAI 2024 Federated Representation Learning in the Under-Parameterized Regime ICML 2024 Federated Self-Explaining GNNs with Anti-shortcut Augmentations ICML 2024 Federated Transformer: Multi-Party Vertical Federated Learning on Practical Fuzzily Linked Data NeurIPS 2024 FedFixer: Mitigating Heterogeneous Label Noise in Federated Learning AAAI 2024 FedGCR: Achieving Performance and Fairness for Federated Learning with Distinct Client Types via Group Customization and Reweighting AAAI 2024 FedGMark: Certifiably Robust Watermarking for Federated Graph Learning NeurIPS 2024 FedGMKD: An Efficient Prototype Federated Learning Framework through Knowledge Distillation and Discrepancy-Aware Aggregation NeurIPS 2024 FedHCA2: Towards Hetero-Client Federated Multi-Task Learning CVPR 2024 FedInverse: Evaluating Privacy Leakage in Federated Learning ICLR 2024 FedLF: Layer-Wise Fair Federated Learning AAAI 2024 FedLMT: Tackling System Heterogeneity of Federated Learning via Low-Rank Model Training with Theoretical Guarantees ICML 2024 FedLoGe: Joint Local and Generic Federated Learning under Long-tailed Data ICLR 2024 FedLPA: One-shot Federated Learning with Layer-Wise Posterior Aggregation NeurIPS 2024 FedLPS: Heterogeneous Federated Learning for Multiple Tasks with Local Parameter Sharing AAAI 2024 FedMBridge: Bridgeable Multimodal Federated Learning ICML 2024