モデル性能評価

A Photonic Physically Unclonable Function’s Resilience to Multiple-Valued Machine Learning Attacks

Authors: Jessie M. Henderson, Elena R. Henderson, Clayton A. Harper, Hiva Shahoei, William V. Oxford, Eric C. Larson, Duncan L. MacFarlane, Mitchell A. Thornton | Published: 2024-03-02
ウォーターマーキング
モデル性能評価
機械学習手法

Differentially Private Knowledge Distillation via Synthetic Text Generation

Authors: James Flemings, Murali Annavaram | Published: 2024-03-01 | Updated: 2024-06-05
データ生成
プライバシー保護手法
モデル性能評価

Attacking Delay-based PUFs with Minimal Adversary Model

Authors: Hongming Fei, Owen Millwood, Prosanta Gope, Jack Miskelly, Biplab Sikdar | Published: 2024-03-01
PUFの評価手法
モデル性能評価
攻撃手法

Verifiable Boosted Tree Ensembles

Authors: Stefano Calzavara, Lorenzo Cazzaro, Claudio Lucchese, Giulio Ermanno Pibiri | Published: 2024-02-22
モデル性能評価
ロバスト性評価
最適化問題

An Explainable Transformer-based Model for Phishing Email Detection: A Large Language Model Approach

Authors: Mohammad Amaz Uddin, Iqbal H. Sarker | Published: 2024-02-21
フィッシング検出
モデルの解釈性
モデル性能評価

MLSTL-WSN: Machine Learning-based Intrusion Detection using SMOTETomek in WSNs

Authors: Md. Alamin Talukder, Selina Sharmin, Md Ashraf Uddin, Md Manowarul Islam, Sunil Aryal | Published: 2024-02-17 | Updated: 2024-02-22
データ前処理
モデル性能評価
侵入検知システム

Neural Networks with (Low-Precision) Polynomial Approximations: New Insights and Techniques for Accuracy Improvement

Authors: Chi Zhang, Jingjing Fan, Man Ho Au, Siu Ming Yiu | Published: 2024-02-17 | Updated: 2024-06-07
モデルの設計や精度
モデル性能評価
負の入力の近似誤差

Test-Time Backdoor Attacks on Multimodal Large Language Models

Authors: Dong Lu, Tianyu Pang, Chao Du, Qian Liu, Xianjun Yang, Min Lin | Published: 2024-02-13
バックドア攻撃
モデル性能評価
攻撃手法

Differentially Private Training of Mixture of Experts Models

Authors: Pierre Tholoniat, Huseyin A. Inan, Janardhan Kulkarni, Robert Sim | Published: 2024-02-11
LLM性能評価
プライバシー保護手法
モデル性能評価

Trust the Process: Zero-Knowledge Machine Learning to Enhance Trust in Generative AI Interactions

Authors: Bianca-Mihaela Ganescu, Jonathan Passerat-Palmbach | Published: 2024-02-09
AIの進化
ウォーターマーキング
モデル性能評価