計算効率

Privacy preserving layer partitioning for Deep Neural Network models

Authors: Kishore Rajasekar, Randolph Loh, Kar Wai Fok, Vrizlynn L. L. Thing | Published: 2024-04-11
ウォーターマーキング
プライバシー保護手法
計算効率

Accurate Low-Degree Polynomial Approximation of Non-polynomial Operators for Fast Private Inference in Homomorphic Encryption

Authors: Jianming Tong, Jingtian Dang, Anupam Golder, Callie Hao, Arijit Raychowdhury, Tushar Krishna | Published: 2024-04-04 | Updated: 2024-05-07
ウォーターマーキング
モデル性能評価
計算効率

Fluent: Round-efficient Secure Aggregation for Private Federated Learning

Authors: Xincheng Li, Jianting Ning, Geong Sen Poh, Leo Yu Zhang, Xinchun Yin, Tianwei Zhang | Published: 2024-03-10
計算効率
通信効率
連合学習

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
多者計算
計算効率
通信効率

Advancing SQL Injection Detection for High-Speed Data Centers: A Novel Approach Using Cascaded NLP

Authors: Kasim Tasdemir, Rafiullah Khan, Fahad Siddiqui, Sakir Sezer, Fatih Kurugollu, Sena Busra Yengec-Tasdemir, Alperen Bolat | Published: 2023-12-20
SQLインジェクション攻撃検出
ウォーターマーキング
計算効率

Rethinking Randomized Smoothing from the Perspective of Scalability

Authors: Anupriya Kumari, Devansh Bhardwaj, Sukrit Jindal | Published: 2023-12-19 | Updated: 2024-10-24
スケーラビリティ分析
ロバスト性評価
計算効率

Hot PATE: Private Aggregation of Distributions for Diverse Task

Authors: Edith Cohen, Benjamin Cohen-Wang, Xin Lyu, Jelani Nelson, Tamas Sarlos, Uri Stemmer | Published: 2023-12-04 | Updated: 2024-05-17
ウォーターマーキング
プライバシー保護手法
計算効率

Scalable kernel balancing weights in a nationwide observational study of hospital profit status and heart attack outcomes

Authors: Kwangho Kim, Bijan A. Niknam, José R. Zubizarreta | Published: 2023-11-01
医療AIの脅威
最適化アルゴリズムの選択と評価
計算効率

Unified Enhancement of Privacy Bounds for Mixture Mechanisms via $f$-Differential Privacy

Authors: Chendi Wang, Buxin Su, Jiayuan Ye, Reza Shokri, Weijie J. Su | Published: 2023-10-30 | Updated: 2023-11-01
プライバシー手法
ロバスト性評価
計算効率

Modified Genetic Algorithm for Feature Selection and Hyper Parameter Optimization: Case of XGBoost in Spam Prediction

Authors: Nazeeh Ghatasheh, Ismail Altaharwa, Khaled Aldebei | Published: 2023-10-30
スパム検出
最適化アルゴリズムの選択と評価
計算効率