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Federated Learning

551 directly classified papers

Papers per year

Papers

FedVS: Straggler-Resilient and Privacy-Preserving Vertical Federated Learning for Split Models ICML 2023
A Computation and Communication Efficient Method for Distributed Nonconvex Problems in the Partial Participation Setting NIPS 2023
Towards Federated Foundation Models: Scalable Dataset Pipelines for Group-Structured Learning NIPS 2023
Chameleon: Adapting to Peer Images for Planting Durable Backdoors in Federated Learning ICML 2023
Towards Understanding Ensemble Distillation in Federated Learning ICML 2023
FedPD: Federated Open Set Recognition with Parameter Disentanglement ICCV 2023
FedNP: Towards Non-IID Federated Learning via Federated Neural Propagation AAAI 2023
Federated Learning for Secure Development of AI Models for Parkinson’s Disease Detection Using Speech from Different Languages INTERSPEECH 2023
Federated Learning Toolkit with Voice-based User Verification Demo INTERSPEECH 2023
Federated Learning for Data Streams AISTATS 2023
Towards Instance-adaptive Inference for Federated Learning ICCV 2023
Personalized Subgraph Federated Learning ICML 2023
Optimizing the Collaboration Structure in Cross-Silo Federated Learning ICML 2023
FedBFPT: An Efficient Federated Learning Framework for Bert Further Pre-training IJCAI 2023
FedET: A Communication-Efficient Federated Class-Incremental Learning Framework Based on Enhanced Transformer IJCAI 2023
HyperFed: Hyperbolic Prototypes Exploration with Consistent Aggregation for Non-IID Data in Federated Learning IJCAI 2023
Achieving Linear Speedup in Non-IID Federated Bilevel Learning ICML 2023
Win-Win: A Privacy-Preserving Federated Framework for Dual-Target Cross-Domain Recommendation AAAI 2023
Untargeted Attack against Federated Recommendation Systems via Poisonous Item Embeddings and the Defense AAAI 2023
Faster Adaptive Federated Learning AAAI 2023
Secure Federated Correlation Test and Entropy Estimation ICML 2023
Flash: Concept Drift Adaptation in Federated Learning ICML 2023
Vertical Federated Graph Neural Network for Recommender System ICML 2023
Fair yet Asymptotically Equal Collaborative Learning ICML 2023
Federated Learning for Semantic Parsing: Task Formulation, Evaluation Setup, New Algorithms ACL 2023