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

DapperFL: Domain Adaptive Federated Learning with Model Fusion Pruning for Edge Devices NIPS 2024

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

Rethinking the Representation in Federated Unsupervised Learning with Non-IID Data CVPR 2024

Text-Enhanced Data-free Approach for Federated Class-Incremental Learning CVPR 2024

Federated Model Heterogeneous Matryoshka Representation Learning NIPS 2024

Classifier Clustering and Feature Alignment for Federated Learning under Distributed Concept Drift NIPS 2024

FedGTST: Boosting Global Transferability of Federated Models via Statistics Tuning NIPS 2024

KnowledgeSG: Privacy-Preserving Synthetic Text Generation with Knowledge Distillation from Server EMNLP 2024

Enhancing Byzantine-Resistant Aggregations with Client Embedding EMNLP 2024

Promoting Data and Model Privacy in Federated Learning through Quantized LoRA EMNLP 2024

FEDKIM: Adaptive Federated Knowledge Injection into Medical Foundation Models EMNLP 2024

Federated Online Adaptation for Deep Stereo CVPR 2024

Frequency Oracle for Sensitive Data Monitoring (Student Abstract) AAAI 2024

Adapted Weighted Aggregation in Federated Learning AAAI 2024

Collaborative Learning of Anomalies with Privacy (CLAP) for Unsupervised Video Anomaly Detection: A New Baseline CVPR 2024

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

Heterogeneity-Guided Client Sampling: Towards Fast and Efficient Non-IID Federated Learning NIPS 2024

Personalized Federated X-armed Bandit AISTATS 2024

Communication-Efficient Federated Group Distributionally Robust Optimization NIPS 2024

Federated Learning from Vision-Language Foundation Models: Theoretical Analysis and Method NIPS 2024

DoFIT: Domain-aware Federated Instruction Tuning with Alleviated Catastrophic Forgetting NIPS 2024

Leak and Learn: An Attacker's Cookbook to Train Using Leaked Data from Federated Learning CVPR 2024

Algorithmic Foundation of Federated Learning with Sequential Data AAAI 2024

Fair Federated Learning with Biased Vision-Language Models ACL 2024

Confusion-Resistant Federated Learning via Diffusion-Based Data Harmonization on Non-IID Data NIPS 2024