ハイパーパラメータ調整

Revisiting Differentially Private Hyper-parameter Tuning

Authors: Zihang Xiang, Tianhao Wang, Chenglong Wang, Di Wang | Published: 2024-02-20 | Updated: 2024-06-04
ハイパーパラメータ調整
プライバシー保護手法
透かし評価

A Training Rate and Survival Heuristic for Inference and Robustness Evaluation (TRASHFIRE)

Authors: Charles Meyers, Mohammad Reza Saleh Sedghpour, Tommy Löfstedt, Erik Elmroth | Published: 2024-01-24 | Updated: 2024-09-11
ハイパーパラメータ調整
モデル性能評価
敵対的サンプル

Improving the Privacy and Practicality of Objective Perturbation for Differentially Private Linear Learners

Authors: Rachel Redberg, Antti Koskela, Yu-Xiang Wang | Published: 2023-12-31
ハイパーパラメータ調整
プライバシー保護手法
透かし評価

Elevating Defenses: Bridging Adversarial Training and Watermarking for Model Resilience

Authors: Janvi Thakkar, Giulio Zizzo, Sergio Maffeis | Published: 2023-12-21 | Updated: 2024-01-07
ウォーターマーキング
ハイパーパラメータ調整
敵対的訓練

Intrusion Detection System with Machine Learning and Multiple Datasets

Authors: Haiyan Xuan, Mohith Manohar | Published: 2023-12-04
データ前処理
ハイパーパラメータ調整
侵入検知システム

Classifying World War II Era Ciphers with Machine Learning

Authors: Brooke Dalton, Mark Stamp | Published: 2023-07-02 | Updated: 2023-08-30
ハイパーパラメータ調整
暗号技術の歴史
機械学習技術

“Private Prediction Strikes Back!” Private Kernelized Nearest Neighbors with Individual Renyi Filter

Authors: Yuqing Zhu, Xuandong Zhao, Chuan Guo, Yu-Xiang Wang | Published: 2023-06-12
データプライバシー評価
ハイパーパラメータ調整
プライバシー手法

Network Cascade Vulnerability using Constrained Bayesian Optimization

Authors: Albert Lam, Mihai Anitescu, Anirudh Subramanyam | Published: 2023-04-27 | Updated: 2023-10-05
サイバー攻撃
ハイパーパラメータ調整
攻撃手法

Automated Machine Learning for Deep Learning based Malware Detection

Authors: Austin Brown, Maanak Gupta, Mahmoud Abdelsalam | Published: 2023-03-03 | Updated: 2023-11-03
ハイパーパラメータ調整
マルウェア検出
モデル性能評価

Mithridates: Auditing and Boosting Backdoor Resistance of Machine Learning Pipelines

Authors: Eugene Bagdasaryan, Vitaly Shmatikov | Published: 2023-02-09 | Updated: 2023-12-19
ハイパーパラメータ調整
ポイズニング攻撃
メンバーシップ推論