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

A Data-Free Approach to Mitigate Catastrophic Forgetting in Federated Class Incremental Learning for Vision Tasks NIPS 2023

Distributed Personalized Empirical Risk Minimization NIPS 2023

Adaptive Test-Time Personalization for Federated Learning NIPS 2023

Incentives in Federated Learning: Equilibria, Dynamics, and Mechanisms for Welfare Maximization NIPS 2023

Improved Communication Efficiency in Federated Natural Policy Gradient via ADMM-based Gradient Updates NIPS 2023

StableFDG: Style and Attention Based Learning for Federated Domain Generalization NIPS 2023

Navigating Data Heterogeneity in Federated Learning: A Semi-Supervised Federated Object Detection NIPS 2023

Communication-Efficient Federated Bilevel Optimization with Global and Local Lower Level Problems NIPS 2023

Is Heterogeneity Notorious? Taming Heterogeneity to Handle Test-Time Shift in Federated Learning NIPS 2023

Towards Federated Foundation Models: Scalable Dataset Pipelines for Group-Structured Learning NIPS 2023

Resilient Constrained Learning NIPS 2023

Wyze Rule: Federated Rule Dataset for Rule Recommendation Benchmarking NIPS 2023

Towards Personalized Federated Learning via Heterogeneous Model Reassembly NIPS 2023

Understanding How Consistency Works in Federated Learning via Stage-wise Relaxed Initialization NIPS 2023

Multiply Robust Federated Estimation of Targeted Average Treatment Effects NIPS 2023

FairFed: Enabling Group Fairness in Federated Learning AAAI 2023

Untargeted Attack against Federated Recommendation Systems via Poisonous Item Embeddings and the Defense AAAI 2023

Incentive-Boosted Federated Crowdsourcing AAAI 2023

Efficient Distribution Similarity Identification in Clustered Federated Learning via Principal Angles between Client Data Subspaces AAAI 2023

FedABC: Targeting Fair Competition in Personalized Federated Learning AAAI 2023

PateGail: A Privacy-Preserving Mobility Trajectory Generator with Imitation Learning AAAI 2023

FEDLEGAL: The First Real-World Federated Learning Benchmark for Legal NLP ACL 2023

Learning To Generate Image Embeddings With User-Level Differential Privacy CVPR 2023

Rethinking Federated Learning With Domain Shift: A Prototype View CVPR 2023

DaFKD: Domain-Aware Federated Knowledge Distillation CVPR 2023