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Federated Learning

1355 directly classified papers

Papers per year

Papers

FedFed: Feature Distillation against Data Heterogeneity in Federated Learning NIPS 2023
A Data-Free Approach to Mitigate Catastrophic Forgetting in Federated Class Incremental Learning for Vision Tasks NIPS 2023
Inner Product-based Neural Network Similarity 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
Bullying10K: A Large-Scale Neuromorphic Dataset towards Privacy-Preserving Bullying Recognition NIPS 2023
Navigating Data Heterogeneity in Federated Learning: A Semi-Supervised Federated Object Detection NIPS 2023
Is Heterogeneity Notorious? Taming Heterogeneity to Handle Test-Time Shift in Federated 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
FedOBD: Opportunistic Block Dropout for Efficiently Training Large-scale Neural Networks through Federated Learning IJCAI 2023
FedHGN: A Federated Framework for Heterogeneous Graph Neural Networks IJCAI 2023
Modeling with Homophily Driven Heterogeneous Data in Gossip Learning IJCAI 2023
FedPass: Privacy-Preserving Vertical Federated Deep Learning with Adaptive Obfuscation IJCAI 2023
Globally Consistent Federated Graph Autoencoder for Non-IID Graphs IJCAI 2023
HyperFed: Hyperbolic Prototypes Exploration with Consistent Aggregation for Non-IID Data in Federated Learning IJCAI 2023
FedET: A Communication-Efficient Federated Class-Incremental Learning Framework Based on Enhanced Transformer IJCAI 2023
FedBFPT: An Efficient Federated Learning Framework for Bert Further Pre-training IJCAI 2023
Bayesian Federated Learning: A Survey IJCAI 2023
FairFed: Enabling Group Fairness in Federated Learning AAAI 2023
Communication-Efficient Collaborative Best Arm Identification AAAI 2023