Efficiency Evaluation

ENSI: Efficient Non-Interactive Secure Inference for Large Language Models

Authors: Zhiyu He, Maojiang Wang, Xinwen Gao, Yuchuan Luo, Lin Liu, Shaojing Fu | Published: 2025-09-11
Algorithm
Model Inversion
Efficiency Evaluation

Efficient Decoding Methods for Language Models on Encrypted Data

Authors: Matan Avitan, Moran Baruch, Nir Drucker, Itamar Zimerman, Yoav Goldberg | Published: 2025-09-10
HEサンプリング手法
Efficiency Evaluation
Probability distribution

DPBalance: Efficient and Fair Privacy Budget Scheduling for Federated Learning as a Service

Authors: Yu Liu, Zibo Wang, Yifei Zhu, Chen Chen | Published: 2024-02-15
Privacy Protection
Privacy Protection Method
Efficiency Evaluation

MONDEO: Multistage Botnet Detection

Authors: Duarte Dias, Bruno Sousa, Nuno Antunes | Published: 2023-08-31
Efficiency Evaluation
Unknown Attack Detection
Machine Learning Technology

Information-Theoretically Private Federated Submodel Learning with Storage Constrained Databases

Authors: Sajani Vithana, Sennur Ulukus | Published: 2023-07-12
Algorithm Design
Data Integrity Constraints
Efficiency Evaluation

DiVa: An Accelerator for Differentially Private Machine Learning

Authors: Beomsik Park, Ranggi Hwang, Dongho Yoon, Yoonhyuk Choi, Minsoo Rhu | Published: 2022-08-26
Model Performance Evaluation
Efficiency Evaluation
Improvement of Learning

Poisoning the Search Space in Neural Architecture Search

Authors: Robert Wu, Nayan Saxena, Rohan Jain | Published: 2021-06-28
Data-Driven Vulnerability Assessment
Efficiency Evaluation
Machine Learning Algorithm

Revisiting Secure Computation Using Functional Encryption: Opportunities and Research Directions

Authors: Runhua Xu, James Joshi | Published: 2020-11-12 | Updated: 2020-12-07
Watermarking
Privacy Protection Method
Efficiency Evaluation

SAIL: Machine Learning Guided Structural Analysis Attack on Hardware Obfuscation

Authors: Prabuddha Chakraborty, Jonathan Cruz, Swarup Bhunia | Published: 2018-09-27
Data Protection Method
Robustness Improvement Method
Efficiency Evaluation