Communication Efficient Federated Learning for Multilingual Neural Machine Translation with Adapter May 21, 2023 Clustering Federated Learning
Code Code Available Confidence-aware Personalized Federated Learning via Variational Expectation Maximization May 21, 2023 Federated Learning Personalized Federated Learning
Code Code Available Dynamic Regularized Sharpness Aware Minimization in Federated Learning: Approaching Global Consistency and Smooth Landscape May 19, 2023 Federated Learning
Code Code Available GPFedRec: Graph-guided Personalization for Federated Recommendation May 13, 2023 Federated Learning Privacy Preserving
Code Code Available XTab: Cross-table Pretraining for Tabular Transformers May 10, 2023 AutoML Federated Learning
Code Code Available Flame: Simplifying Topology Extension in Federated Learning May 9, 2023 Federated Learning
Code Code Available FedNoRo: Towards Noise-Robust Federated Learning by Addressing Class Imbalance and Label Noise Heterogeneity May 9, 2023 Federated Learning Knowledge Distillation
Code Code Available Federated Ensemble-Directed Offline Reinforcement Learning May 4, 2023 continuous-control Continuous Control
Code Code Available Efficient Personalized Federated Learning via Sparse Model-Adaptation May 4, 2023 Federated Learning model
Code Code Available FedCBO: Reaching Group Consensus in Clustered Federated Learning through Consensus-based Optimization May 4, 2023 Federated Learning global-optimization
Code Code Available Personalized Federated Learning under Mixture of Distributions May 1, 2023 Federated Learning Personalized Federated Learning
Code Code Available Towards the Flatter Landscape and Better Generalization in Federated Learning under Client-level Differential Privacy May 1, 2023 Federated Learning
Code Code Available Chameleon: Adapting to Peer Images for Planting Durable Backdoors in Federated Learning Apr 25, 2023 Contrastive Learning Federated Learning
Code Code Available Fed-BioMed: Open, Transparent and Trusted Federated Learning for Real-world Healthcare Applications Apr 24, 2023 Federated Learning
Code Code Available Learning to Transmit with Provable Guarantees in Wireless Federated Learning Apr 18, 2023 Federated Learning
Code Code Available Federated Incremental Semantic Segmentation Apr 10, 2023 Federated Learning Relation
Code Code Available Asynchronous Federated Continual Learning Apr 7, 2023 Continual Learning Federated Learning
Code Code Available Selective Knowledge Sharing for Privacy-Preserving Federated Distillation without A Good Teacher Apr 4, 2023 Federated Learning Knowledge Distillation
Code Code Available SLPerf: a Unified Framework for Benchmarking Split Learning Apr 4, 2023 Benchmarking Diversity
Code Code Available FedBEVT: Federated Learning Bird's Eye View Perception Transformer in Road Traffic Systems Apr 4, 2023 Autonomous Driving Federated Learning
Code Code Available CoDeC: Communication-Efficient Decentralized Continual Learning Mar 27, 2023 Continual Learning Federated Learning
Code Code Available Re-thinking Federated Active Learning based on Inter-class Diversity Mar 22, 2023 Active Learning Diversity
Code Code Available Make Landscape Flatter in Differentially Private Federated Learning Mar 20, 2023 Federated Learning
Code Code Available PFSL: Personalized & Fair Split Learning with Data & Label Privacy for thin clients Mar 19, 2023 Fairness Federated Learning
Code Code Available No Fear of Classifier Biases: Neural Collapse Inspired Federated Learning with Synthetic and Fixed Classifier Mar 17, 2023 Classifier calibration Federated Learning
Code Code Available TARGET: Federated Class-Continual Learning via Exemplar-Free Distillation Mar 13, 2023 Continual Learning Exemplar-Free
Code Code Available Multi-metrics adaptively identifies backdoors in Federated learning Mar 12, 2023 Federated Learning Privacy Preserving
Code Code Available FedLP: Layer-wise Pruning Mechanism for Communication-Computation Efficient Federated Learning Mar 11, 2023 Federated Learning
Code Code Available Semi-Federated Learning for Collaborative Intelligence in Massive IoT Networks Mar 9, 2023 Diversity Federated Learning
Code Code Available Combating Exacerbated Heterogeneity for Robust Models in Federated Learning Mar 1, 2023 Federated Learning
Code Code Available GradMA: A Gradient-Memory-based Accelerated Federated Learning with Alleviated Catastrophic Forgetting Feb 28, 2023 Continual Learning Federated Learning
Code Code Available Post Quantum Secure Blockchain-based Federated Learning for Mobile Edge Computing Feb 26, 2023 Autonomous Vehicles Edge-computing
Code Code Available Active Membership Inference Attack under Local Differential Privacy in Federated Learning Feb 24, 2023 Federated Learning Inference Attack
Code Code Available FedSpeed: Larger Local Interval, Less Communication Round, and Higher Generalization Accuracy Feb 21, 2023 Federated Learning
Code Code Available Federated Learning for ASR based on Wav2vec 2.0 Feb 20, 2023 Federated Learning Language Modeling
Code Code Available Multimodal Federated Learning via Contrastive Representation Ensemble Feb 17, 2023 Federated Learning Image-text Retrieval
Code Code Available Revisiting Weighted Aggregation in Federated Learning with Neural Networks Feb 14, 2023 Federated Learning
Code Code Available PerAda: Parameter-Efficient Federated Learning Personalization with Generalization Guarantees Feb 13, 2023 Federated Learning Generalization Bounds
Code Code Available One-Shot Federated Conformal Prediction Feb 13, 2023 Conformal Prediction Federated Learning
Code Code Available Byzantine-Robust Learning on Heterogeneous Data via Gradient Splitting Feb 13, 2023 Federated Learning
Code Code Available XFL: A High Performace, Lightweighted Federated Learning Framework Feb 10, 2023 Federated Learning Vocal Bursts Intensity Prediction
Code Code Available Federated Learning as Variational Inference: A Scalable Expectation Propagation Approach Feb 8, 2023 Distributed Optimization Federated Learning
Code Code Available A Privacy-Preserving Hybrid Federated Learning Framework for Financial Crime Detection Feb 7, 2023 Federated Learning Privacy Preserving
Code Code Available No One Left Behind: Real-World Federated Class-Incremental Learning Feb 2, 2023 class-incremental learning Class Incremental Learning
Code Code Available Turning the Curse of Heterogeneity in Federated Learning into a Blessing for Out-of-Distribution Detection Feb 1, 2023 Autonomous Driving Federated Learning
Code Code Available FedFA: Federated Feature Augmentation Jan 30, 2023 Federated Learning
Code Code Available BAFFLE: A Baseline of Backpropagation-Free Federated Learning Jan 28, 2023 Federated Learning Quantization
Code Code Available Federated Recommendation with Additive Personalization Jan 22, 2023 Federated Learning Recommendation Systems
Code Code Available Prompt Federated Learning for Weather Forecasting: Toward Foundation Models on Meteorological Data Jan 22, 2023 Federated Learning Prompt Learning
Code Code Available On the Vulnerability of Backdoor Defenses for Federated Learning Jan 19, 2023 Backdoor Attack Federated Learning
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