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Federated Learning

551 directly classified papers

Papers per year

Papers

Semi-FedSER: Semi-supervised Learning for Speech Emotion Recognition On Federated Learning using Multiview Pseudo-Labeling INTERSPEECH 2022
Cross-Modal Federated Human Activity Recognition via Modality-Agnostic and Modality-Specific Representation Learning AAAI 2022
SmartIdx: Reducing Communication Cost in Federated Learning by Exploiting the CNNs Structures AAAI 2022
SpreadGNN: Decentralized Multi-Task Federated Learning for Graph Neural Networks on Molecular Data AAAI 2022
ResSFL: A Resistance Transfer Framework for Defending Model Inversion Attack in Split Federated Learning CVPR 2022
Neurotoxin: Durable Backdoors in Federated Learning ICML 2022
FedDC: Federated Learning With Non-IID Data via Local Drift Decoupling and Correction CVPR 2022
Accelerated Federated Learning with Decoupled Adaptive Optimization ICML 2022
Training Mixed-Domain Translation Models via Federated Learning NAACL 2022
Pretrained Models for Multilingual Federated Learning NAACL 2022
Backdoor Attacks in Federated Learning by Rare Embeddings and Gradient Ensembling EMNLP 2022
A Federated Approach to Predicting Emojis in Hindi Tweets EMNLP 2022
Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation EMNLP 2022
Federated Multi-Task Attention for Cross-Individual Human Activity Recognition IJCAI 2022
Federated Learning with Noisy User Feedback NAACL 2022
Heterogeneous Ensemble Knowledge Transfer for Training Large Models in Federated Learning IJCAI 2022
FedDUAP: Federated Learning with Dynamic Update and Adaptive Pruning Using Shared Data on the Server IJCAI 2022
FedCG: Leverage Conditional GAN for Protecting Privacy and Maintaining Competitive Performance in Federated Learning IJCAI 2022
Continual Federated Learning Based on Knowledge Distillation IJCAI 2022
Gromov-Wasserstein Discrepancy with Local Differential Privacy for Distributed Structural Graphs IJCAI 2022
Vertically Federated Graph Neural Network for Privacy-Preserving Node Classification IJCAI 2022
FLIX: A Simple and Communication-Efficient Alternative to Local Methods in Federated Learning AISTATS 2022
Sharp Bounds for Federated Averaging (Local SGD) and Continuous Perspective AISTATS 2022
Towards Federated Bayesian Network Structure Learning with Continuous Optimization AISTATS 2022
Federated Functional Gradient Boosting AISTATS 2022