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

IoT Network Traffic Analysis with Deep Learning

Authors: Mei Liu, Leon Yang | Published: 2024-02-06
モデル性能評価
深層学習手法
異常検出手法

Homograph Attacks on Maghreb Sentiment Analyzers

Authors: Fatima Zahra Qachfar, Rakesh M. Verma | Published: 2024-02-05
LLMセキュリティ
データセット生成
モデル性能評価

Verifiable evaluations of machine learning models using zkSNARKs

Authors: Tobin South, Alexander Camuto, Shrey Jain, Shayla Nguyen, Robert Mahari, Christian Paquin, Jason Morton, Alex 'Sandy' Pentland | Published: 2024-02-05 | Updated: 2024-05-22
モデル性能評価
透かし評価
透明性と検証

Machine Unlearning in Large Language Models

Authors: Kongyang Chen, Zixin Wang, Bing Mi, Waixi Liu, Shaowei Wang, Xiaojun Ren, Jiaxing Shen | Published: 2024-02-03
プライバシー保護手法
モデル性能評価
倫理的ガイドライン遵守

Localization of Dummy Data Injection Attacks in Power Systems Considering Incomplete Topological Information: A Spatio-Temporal Graph Wavelet Convolutional Neural Network Approach

Authors: Zhaoyang Qu, Yunchang Dong, Yang Li, Siqi Song, Tao Jiang, Min Li, Qiming Wang, Lei Wang, Xiaoyong Bo, Jiye Zang, Qi Xu | Published: 2024-01-27
DDIA
DDIAの検出と位置特定
モデル性能評価