conftrace_

secure aggregation

24 papers

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Also known as

SECAGG SA

Co-occurring keywords

federated learning (1333) differential privacy (1016) privacy preservation (380) communication efficiency (297) poisoning attack (98) privacy leakage (105) robust aggregation (15) byzantine resilience (21) distributed learning (563) privacy-preserving machine learning (100)

Papers

EBS-CFL: Efficient and Byzantine-robust Secure Clustered Federated Learning AAAI 2025
Federated Experiment Design under Distributed Differential Privacy AISTATS 2024
RFLPA: A Robust Federated Learning Framework against Poisoning Attacks with Secure Aggregation NIPS 2024
Dual Defense: Enhancing Privacy and Mitigating Poisoning Attacks in Federated Learning NIPS 2024
Robust and Actively Secure Serverless Collaborative Learning NIPS 2023
Secure Federated Correlation Test and Entropy Estimation ICML 2023
SRATTA: Sample Re-ATTribution Attack of Secure Aggregation in Federated Learning. ICML 2023
Private Federated Learning with Autotuned Compression ICML 2023
zPROBE: Zero Peek Robustness Checks for Federated Learning ICCV 2023
Securing Secure Aggregation: Mitigating Multi-Round Privacy Leakage in Federated Learning AAAI 2023
The communication cost of security and privacy in federated frequency estimation AISTATS 2023
The Resource Problem of Using Linear Layer Leakage Attack in Federated Learning CVPR 2023
Federated Heavy Hitter Recovery under Linear Sketching ICML 2023
SASH: Efficient secure aggregation based on SHPRG for federated learning UAI 2022
The Fundamental Price of Secure Aggregation in Differentially Private Federated Learning ICML 2022
Federated Learning with Buffered Asynchronous Aggregation AISTATS 2022
The Poisson Binomial Mechanism for Unbiased Federated Learning with Secure Aggregation ICML 2022
The Skellam Mechanism for Differentially Private Federated Learning NIPS 2021
Gradient Disaggregation: Breaking Privacy in Federated Learning by Reconstructing the User Participant Matrix ICML 2021
Efficient-FedRec: Efficient Federated Learning Framework for Privacy-Preserving News Recommendation EMNLP 2021
The Distributed Discrete Gaussian Mechanism for Federated Learning with Secure Aggregation ICML 2021
A Secure and Efficient Federated Learning Framework for NLP EMNLP 2021
How To Backdoor Federated Learning AISTATS 2020
Multiparty Differential Privacy via Aggregation of Locally Trained Classifiers NIPS 2010