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federated learning

1333 papers

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Also known as

FL

Co-occurring keywords

distributed learning (563) communication efficiency (297) model aggregation (156) differential privacy (1016) knowledge distillation (3725) data heterogeneity (115) non-iid datum (109) privacy preservation (380) model compression (3302) distributed optimization (275)

Papers

Federated Partial Label Learning with Local-Adaptive Augmentation and Regularization AAAI 2024
FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image Segmentation against Heterogeneous Annotation Noise AAAI 2024
Knowledge-Aware Parameter Coaching for Personalized Federated Learning AAAI 2024
Analysis of Privacy Leakage in Federated Large Language Models AISTATS 2024
Fisher Information-based Efficient Curriculum Federated Learning with Large Language Models EMNLP 2024
TurboSVM-FL: Boosting Federated Learning through SVM Aggregation for Lazy Clients AAAI 2024
DeRDaVa: Deletion-Robust Data Valuation for Machine Learning AAAI 2024
Personalized Federated Learning via Feature Distribution Adaptation NIPS 2024
z-SignFedAvg: A Unified Stochastic Sign-Based Compression for Federated Learning AAAI 2024
FedCompetitors: Harmonious Collaboration in Federated Learning with Competing Participants AAAI 2024
PerFedRLNAS: One-for-All Personalized Federated Neural Architecture Search AAAI 2024
FedGCS: A Generative Framework for Efficient Client Selection in Federated Learning via Gradient-based Optimization IJCAI 2024
Enhancing Dual-Target Cross-Domain Recommendation with Federated Privacy-Preserving Learning IJCAI 2024
BADFSS: Backdoor Attacks on Federated Self-Supervised Learning IJCAI 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
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