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federated learning

1320 papers

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Also known as

FL

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

Robust Distributed Gradient Aggregation Using Projections onto Gradient Manifolds AAAI 2024
Estimating before Debiasing: A Bayesian Approach to Detaching Prior Bias in Federated Semi-Supervised Learning IJCAI 2024
FedLFC: Towards Efficient Federated Multilingual Modeling with LoRA-based Language Family Clustering NAACL 2024
Federated Adaptation for Foundation Model-based Recommendations IJCAI 2024
Breaking Barriers of System Heterogeneity: Straggler-Tolerant Multimodal Federated Learning via Knowledge Distillation IJCAI 2024
Open-Vocabulary Federated Learning with Multimodal Prototyping NAACL 2024
Federated Ensemble-Directed Offline Reinforcement Learning NIPS 2024
Generalizable Multilingual Hate Speech Detection on Low Resource Indian Languages using Fair Selection in Federated Learning NAACL 2024
A Federated Learning Approach to Privacy Preserving Offensive Language Identification COLING 2024
On Sampling Strategies for Spectral Model Sharding NIPS 2024
Navigation as Attackers Wish? Towards Building Robust Embodied Agents under Federated Learning NAACL 2024
Personalized Federated Learning for Text Classification with Gradient-Free Prompt Tuning NAACL 2024
DarkFed: A Data-Free Backdoor Attack in Federated Learning IJCAI 2024
Federated Document-Level Biomedical Relation Extraction with Localized Context Contrast COLING 2024
Federated Foundation Models: Privacy-Preserving and Collaborative Learning for Large Models COLING 2024
Knowledge Transfer via Compact Model in Federated Learning (Student Abstract) AAAI 2024
Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting NIPS 2024
Late to the Party? On-Demand Unlabeled Personalized Federated Learning WACV 2024
A Kernel Perspective on Distillation-based Collaborative Learning NIPS 2024
On the Necessity of Collaboration for Online Model Selection with Decentralized Data NIPS 2024
Language-Guided Transformer for Federated Multi-Label Classification AAAI 2024
Personalized Adapter for Large Meteorology Model on Devices: Towards Weather Foundation Models NIPS 2024
Don't Compress Gradients in Random Reshuffling: Compress Gradient Differences NIPS 2024
A Privacy Preserving Federated Learning (PPFL) Based Cognitive Digital Twin (CDT) Framework for Smart Cities AAAI 2024
Thinking Forward: Memory-Efficient Federated Finetuning of Language Models NIPS 2024