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Federated Learning

1355 directly classified papers

Papers per year

Papers

Gromov-Wasserstein Discrepancy with Local Differential Privacy for Distributed Structural Graphs IJCAI 2022
Poisoning Deep Learning Based Recommender Model in Federated Learning Scenarios IJCAI 2022
Towards Understanding Biased Client Selection in Federated Learning AISTATS 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
Vertically Federated Graph Neural Network for Privacy-Preserving Node Classification IJCAI 2022
Federated Multi-Target Domain Adaptation WACV 2022
Federated Reinforcement Learning with Environment Heterogeneity AISTATS 2022
SplitFed: When Federated Learning Meets Split Learning AAAI 2022
Coordinating Momenta for Cross-Silo Federated Learning AAAI 2022
Seizing Critical Learning Periods in Federated Learning AAAI 2022
An Empirical Study on Cross-X Transfer for Legal Judgment Prediction AACL 2022
Learning to Coordinate in Multi-Agent Systems: A Coordinated Actor-Critic Algorithm and Finite-Time Guarantees L4DC 2022
Personalized Federated Learning via Variational Bayesian Inference ICML 2022
Understanding Clipping for Federated Learning: Convergence and Client-Level Differential Privacy ICML 2022
Compressed-VFL: Communication-Efficient Learning with Vertically Partitioned Data ICML 2022
Efficient Device Scheduling with Multi-Job Federated Learning AAAI 2022
PRECODE - A Generic Model Extension To Prevent Deep Gradient Leakage WACV 2022
FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks NAACL 2022
Sample-and-threshold differential privacy: Histograms and applications AISTATS 2022
Local SGD Optimizes Overparameterized Neural Networks in Polynomial Time AISTATS 2022
Thompson Sampling for Robust Transfer in Multi-Task Bandits ICML 2022
Production federated keyword spotting via distillation, filtering, and joint federated-centralized training INTERSPEECH 2022
Shielding Federated Learning: Robust Aggregation with Adaptive Client Selection IJCAI 2022
Decentralized Autonomous Organizations and Multi-agent Systems for Artificial Intelligence Applications and Data Analysis IJCAI 2022