Federated Learning

WHALE-FL: Wireless and Heterogeneity Aware Latency Efficient Federated Learning over Mobile Devices via Adaptive Subnetwork Scheduling AAAI 2025 When Cars Meet Drones: Hyperbolic Federated Learning for Source-Free Domain Adaptation in Adverse Weather WACV 2025 Where Does This Data Come From? Enhanced Source Inference Attacks in Federated Learning IJCAI 2025 X-FLoRA: Cross-modal Federated Learning with Modality-expert LoRA for Medical VQA EMNLP 2025 You Are Your Own Best Teacher: Achieving Centralized-level Performance in Federated Learning under Heterogeneous and Long-tailed Data ICCV 2025 Zero-shot Federated Unlearning via Transforming from Data-Dependent to Personalized Model-Centric IJCAI 2025 pfl-research: simulation framework for accelerating research in Private Federated Learning NeurIPS 2024 A2XP: Towards Private Domain Generalization CVPR 2024 Accelerated Gradient Tracking over Time-varying Graphs for Decentralized Optimization JMLR 2024 Adapted Weighted Aggregation in Federated Learning AAAI 2024 Adaptive Compression in Federated Learning via Side Information AISTATS 2024 Adaptive Federated Minimax Optimization with Lower Complexities AISTATS 2024 A-FedPD: Aligning Dual-Drift is All Federated Primal-Dual Learning Needs NeurIPS 2024 A Hassle-free Algorithm for Strong Differential Privacy in Federated Learning Systems EMNLP 2024 A Huber Loss Minimization Approach to Byzantine Robust Federated Learning AAAI 2024 A Kernel Perspective on Distillation-based Collaborative Learning NeurIPS 2024 A Primal-Dual Algorithm for Hybrid Federated Learning AAAI 2024 A Privacy Preserving Federated Learning (PPFL) Based Cognitive Digital Twin (CDT) Framework for Smart Cities AAAI 2024 A Random Projection Approach to Personalized Federated Learning: Enhancing Communication Efficiency, Robustness, and Fairness JMLR 2024 A Stealthy Wrongdoer: Feature-Oriented Reconstruction Attack against Split Learning CVPR 2024 A Survey on Efficient Federated Learning Methods for Foundation Model Training IJCAI 2024 BADFSS: Backdoor Attacks on Federated Self-Supervised Learning IJCAI 2024 Banded Square Root Matrix Factorization for Differentially Private Model Training NeurIPS 2024 Beyond Single Stationary Policies: Meta-Task Players as Naturally Superior Collaborators NeurIPS 2024 Beyond Traditional Threats: A Persistent Backdoor Attack on Federated Learning AAAI 2024