Multi-Party Computation

SPDZCoder: Combining Expert Knowledge with LLMs for Generating Privacy-Computing Code

Authors: Xiaoning Dong, Peilin Xin, Jia Li, Wei Xu | Published: 2024-12-31 | Updated: 2025-03-21
Algorithm
Program Interpretation Graph
Multi-Party Computation

Wildest Dreams: Reproducible Research in Privacy-preserving Neural Network Training

Authors: Tanveer Khan, Mindaugas Budzys, Khoa Nguyen, Antonis Michalas | Published: 2024-03-06
Privacy Protection
Privacy Protection Method
Multi-Party Computation

OPAF: Optimized Secure Two-Party Computation Protocols for Nonlinear Activation Functions in Recurrent Neural Network

Authors: Qian Feng, Zhihua Xia, Zhifeng Xu, Jiasi Weng, Jian Weng | Published: 2024-03-01
Multi-Party Computation
Computational Efficiency
Communication Efficiency

Secure and Verifiable Data Collaboration with Low-Cost Zero-Knowledge Proofs

Authors: Yizheng Zhu, Yuncheng Wu, Zhaojing Luo, Beng Chin Ooi, Xiaokui Xiao | Published: 2023-11-26
Privacy Protection
Multi-Party Computation
Cryptography

Privacy-Preserving Financial Anomaly Detection via Federated Learning & Multi-Party Computation

Authors: Sunpreet Arora, Andrew Beams, Panagiotis Chatzigiannis, Sebastian Meiser, Karan Patel, Srinivasan Raghuraman, Peter Rindal, Harshal Shah, Yizhen Wang, Yuhang Wu, Hao Yang, Mahdi Zamani | Published: 2023-10-06
Privacy Protection Method
Multi-Party Computation
Federated Learning

Bicoptor 2.0: Addressing Challenges in Probabilistic Truncation for Enhanced Privacy-Preserving Machine Learning

Authors: Lijing Zhou, Qingrui Song, Su Zhang, Ziyu Wang, Xianggui Wang, Yong Li | Published: 2023-09-10 | Updated: 2024-03-06
MPC Algorithm
Multi-Party Computation
Reduction of Communication Costs

Compact: Approximating Complex Activation Functions for Secure Computation

Authors: Mazharul Islam, Sunpreet S. Arora, Rahul Chatterjee, Peter Rindal, Maliheh Shirvanian | Published: 2023-09-09 | Updated: 2024-03-17
MPC Algorithm
Multi-Party Computation
Machine Learning Technology

Integrating Homomorphic Encryption and Trusted Execution Technology for Autonomous and Confidential Model Refining in Cloud

Authors: Pinglan Liu, Wensheng Zhang | Published: 2023-08-02
Multi-Party Computation
Deep Learning Method
Watermark Robustness

FheFL: Fully Homomorphic Encryption Friendly Privacy-Preserving Federated Learning with Byzantine Users

Authors: Yogachandran Rahulamathavan, Charuka Herath, Xiaolan Liu, Sangarapillai Lambotharan, Carsten Maple | Published: 2023-06-08 | Updated: 2024-10-06
Poisoning
Multi-Party Computation
Federated Learning

Blockchain-based Federated Learning with SMPC Model Verification Against Poisoning Attack for Healthcare Systems

Authors: Aditya Pribadi Kalapaaking, Ibrahim Khalil, Xun Yi | Published: 2023-04-26
Privacy Technique
Blockchain Integration
Multi-Party Computation