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secure computation

22 papers

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Also known as

2PC SC

Co-occurring keywords

homomorphic encryption (55) privacy preservation (376) data privacy (106) trusted execution environment (16) privacy-preserving inference (20) private inference (12) differential privacy (1010) privacy-preserving machine learning (99) distributed learning (563) secure multi-party computation (21)

Papers

On Probabilistic Truncation in Privacy-preserving Machine Learning AAAI 2025
PrivDNFIS: Privacy-preserving and Efficient Deep Neuro-Fuzzy Inference System AAAI 2025
Practical privacy-preserving Gaussian process regression via secret sharing UAI 2023
CoPriv: Network/Protocol Co-Optimization for Communication-Efficient Private Inference NIPS 2023
SAMBA: A Generic Framework for Secure Federated Multi-Armed Bandits (Extended Abstract) IJCAI 2023
SECRECY: Secure collaborative analytics in untrusted clouds NSDI 2023
VF-PS: How to Select Important Participants in Vertical Federated Learning, Efficiently and Securely? NIPS 2022
Iron: Private Inference on Transformers NIPS 2022
Exploiting Data Sparsity in Secure Cross-Platform Social Recommendation NIPS 2021
MAGE: Nearly Zero-Cost Virtual Memory for Secure Computation OSDI 2021
FATE: An Industrial Grade Platform for Collaborative Learning With Data Protection JMLR 2021
Private Protocols for U-Statistics in the Local Model and Beyond AISTATS 2020
FALCON: A Fourier Transform Based Approach for Fast and Secure Convolutional Neural Network Predictions CVPR 2020
CryptoNAS: Private Inference on a ReLU Budget NIPS 2020
A Scalable Approach for Privacy-Preserving Collaborative Machine Learning NIPS 2020
Logistic Regression on Homomorphic Encrypted Data at Scale AAAI 2019
Oblivious Sampling Algorithms for Private Data Analysis NIPS 2019
BAYHENN: Combining Bayesian Deep Learning and Homomorphic Encryption for Secure DNN Inference IJCAI 2019
Graviton: Trusted Execution Environments on GPUs OSDI 2018
CryptoNets: Applying Neural Networks to Encrypted Data with High Throughput and Accuracy ICML 2016
Ryoan: A Distributed Sandbox for Untrusted Computation on Secret Data OSDI 2016
Efficient Methods for Privacy Preserving Face Detection NIPS 2006