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Federated Learning

1,360 papers

Papers per year

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Papers

Personalized Federated Learning With a Graph IJCAI 2022
FedDUAP: Federated Learning with Dynamic Update and Adaptive Pruning Using Shared Data on the Server IJCAI 2022
Heterogeneous Ensemble Knowledge Transfer for Training Large Models in Federated Learning IJCAI 2022
Towards Verifiable Federated Learning IJCAI 2022
Decentralized Autonomous Organizations and Multi-agent Systems for Artificial Intelligence Applications and Data Analysis IJCAI 2022
Production federated keyword spotting via distillation, filtering, and joint federated-centralized training INTERSPEECH 2022
Federated Domain Adaptation for ASR with Full Self-Supervision INTERSPEECH 2022
Clustering-based Wake Word Detection in Privacy-aware Acoustic Sensor Networks INTERSPEECH 2022
Decoupled Federated Learning for ASR with Non-IID Data INTERSPEECH 2022
Federated Self-supervised Speech Representations: Are We There Yet? INTERSPEECH 2022
Avoid Overfitting User Specific Information in Federated Keyword Spotting INTERSPEECH 2022
Semi-FedSER: Semi-supervised Learning for Speech Emotion Recognition On Federated Learning using Multiview Pseudo-Labeling INTERSPEECH 2022
User-Level Differential Privacy against Attribute Inference Attack of Speech Emotion Recognition on Federated Learning INTERSPEECH 2022
Distributed Bayesian Varying Coefficient Modeling Using a Gaussian Process Prior JMLR 2022
Distributed Learning of Finite Gaussian Mixtures JMLR 2022
Communication-Constrained Distributed Quantile Regression with Optimal Statistical Guarantees JMLR 2022
Learning to Coordinate in Multi-Agent Systems: A Coordinated Actor-Critic Algorithm and Finite-Time Guarantees L4DC 2022
Distributed Stochastic Nash Equilibrium Learning in Locally Coupled Network Games with Unknown Parameters L4DC 2022
FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks NAACL 2022
Privacy-aware compression for federated data analysis UAI 2022
Faster non-convex federated learning via global and local momentum UAI 2022
Fedvarp: Tackling the variance due to partial client participation in federated learning UAI 2022
Federated online clustering of bandits UAI 2022
SASH: Efficient secure aggregation based on SHPRG for federated learning UAI 2022
Bayesian federated estimation of causal effects from observational data UAI 2022