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

Improving the Model Consistency of Decentralized Federated Learning ICML 2023

Sketching for First Order Method: Efficient Algorithm for Low-Bandwidth Channel and Vulnerability ICML 2023

Private Federated Learning with Autotuned Compression ICML 2023

TabLeak: Tabular Data Leakage in Federated Learning ICML 2023

Anchor Sampling for Federated Learning with Partial Client Participation ICML 2023

Communication-Efficient Federated Hypergradient Computation via Aggregated Iterative Differentiation ICML 2023

Personalized Federated Learning with Inferred Collaboration Graphs ICML 2023

Fed-CBS: A Heterogeneity-Aware Client Sampling Mechanism for Federated Learning via Class-Imbalance Reduction ICML 2023

LeadFL: Client Self-Defense against Model Poisoning in Federated Learning ICML 2023

DoCoFL: Downlink Compression for Cross-Device Federated Learning ICML 2023

One-Shot Federated Conformal Prediction ICML 2023

Adversarial Collaborative Learning on Non-IID Features ICML 2023

Revisiting Weighted Aggregation in Federated Learning with Neural Networks ICML 2023

FedAvg Converges to Zero Training Loss Linearly for Overparameterized Multi-Layer Neural Networks ICML 2023

Dynamic Regularized Sharpness Aware Minimization in Federated Learning: Approaching Global Consistency and Smooth Landscape ICML 2023

FedHPO-Bench: A Benchmark Suite for Federated Hyperparameter Optimization ICML 2023

FedDisco: Federated Learning with Discrepancy-Aware Collaboration ICML 2023

Surrogate Model Extension (SME): A Fast and Accurate Weight Update Attack on Federated Learning ICML 2023

Personalized Subgraph Federated Learning ICML 2023

Fast Federated Machine Unlearning with Nonlinear Functional Theory ICML 2023

Federated Learning for Secure Development of AI Models for Parkinson’s Disease Detection Using Speech from Different Languages INTERSPEECH 2023

Towards Attack-tolerant Federated Learning via Critical Parameter Analysis ICCV 2023

Win-Win: A Privacy-Preserving Federated Framework for Dual-Target Cross-Domain Recommendation AAAI 2023

Dropout Is NOT All You Need to Prevent Gradient Leakage AAAI 2023

FedNP: Towards Non-IID Federated Learning via Federated Neural Propagation AAAI 2023