federated learning

1320 papers

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Also known as

FCL FGL FL FL OR NULL FEDMD FEDA AFL PPFL PFL FEDDG FHGL

Co-occurring keywords

distributed learning (563) communication efficiency (297) model aggregation (156) differential privacy (1010) knowledge distillation (3680) data heterogeneity (112) non-iid datum (109) privacy preservation (376) model compression (3283) distributed optimization (275)

Papers

FedGCS: A Generative Framework for Efficient Client Selection in Federated Learning via Gradient-based Optimization IJCAI 2024

A Privacy Preserving Federated Learning (PPFL) Based Cognitive Digital Twin (CDT) Framework for Smart Cities AAAI 2024

PICSR: Prototype-Informed Cross-Silo Router for Federated Learning (Student Abstract) AAAI 2024

Knowledge Transfer via Compact Model in Federated Learning (Student Abstract) AAAI 2024

Federated Adaptive Prompt Tuning for Multi-Domain Collaborative Learning AAAI 2024

Multi-Dimensional Fair Federated Learning AAAI 2024

CLIP-Guided Federated Learning on Heterogeneity and Long-Tailed Data AAAI 2024

Resisting Backdoor Attacks in Federated Learning via Bidirectional Elections and Individual Perspective AAAI 2024

LG-FGAD: An Effective Federated Graph Anomaly Detection Framework IJCAI 2024

Queuing dynamics of asynchronous Federated Learning AISTATS 2024

FedLF: Layer-Wise Fair Federated Learning AAAI 2024

PPIDSG: A Privacy-Preserving Image Distribution Sharing Scheme with GAN in Federated Learning AAAI 2024

Probabilistic Federated Prompt-Tuning with Non-IID and Imbalanced Data NIPS 2024

Federated Learning with Extremely Noisy Clients via Negative Distillation AAAI 2024

UFDA: Universal Federated Domain Adaptation with Practical Assumptions AAAI 2024

Ferrari: Federated Feature Unlearning via Optimizing Feature Sensitivity NIPS 2024

EAB-FL: Exacerbating Algorithmic Bias through Model Poisoning Attacks in Federated Learning IJCAI 2024

A Hassle-free Algorithm for Strong Differential Privacy in Federated Learning Systems EMNLP 2024

FedASMU: Efficient Asynchronous Federated Learning with Dynamic Staleness-Aware Model Update AAAI 2024

Language-Guided Transformer for Federated Multi-Label Classification AAAI 2024

Revisiting Data Reconstruction Attacks on Real-world Dataset for Federated Natural Language Understanding COLING 2024

Federated X-armed Bandit AAAI 2024

FedNS: A Fast Sketching Newton-Type Algorithm for Federated Learning AAAI 2024

Does Worst-Performing Agent Lead the Pack? Analyzing Agent Dynamics in Unified Distributed SGD NIPS 2024

Robust Distributed Gradient Aggregation Using Projections onto Gradient Manifolds AAAI 2024