モデル性能評価

Machine Unlearning for Traditional Models and Large Language Models: A Short Survey

Authors: Yi Xu | Published: 2024-04-01
データプライバシー評価
モデル性能評価
機械学習の忘却

Enhancing Reasoning Capacity of SLM using Cognitive Enhancement

Authors: Jonathan Pan, Swee Liang Wong, Xin Wei Chia, Yidi Yuan | Published: 2024-04-01
LLM性能評価
モデル性能評価
ログ解析手法

Can ChatGPT Detect DeepFakes? A Study of Using Multimodal Large Language Models for Media Forensics

Authors: Shan Jia, Reilin Lyu, Kangran Zhao, Yize Chen, Zhiyuan Yan, Yan Ju, Chuanbo Hu, Xin Li, Baoyuan Wu, Siwei Lyu | Published: 2024-03-21 | Updated: 2024-06-11
LLM性能評価
モデル性能評価
透かし評価

Thwarting Cybersecurity Attacks with Explainable Concept Drift

Authors: Ibrahim Shaer, Abdallah Shami | Published: 2024-03-18
サイバーセキュリティ
モデル性能評価
概念ドリフト

Hierarchical Classification for Intrusion Detection System: Effective Design and Empirical Analysis

Authors: Md. Ashraf Uddin, Sunil Aryal, Mohamed Reda Bouadjenek, Muna Al-Hawawreh, Md. Alamin Talukder | Published: 2024-03-17
トレーニングデータ抽出手法
モデル性能評価
階層的分類手法

A Sophisticated Framework for the Accurate Detection of Phishing Websites

Authors: Asif Newaz, Farhan Shahriyar Haq, Nadim Ahmed | Published: 2024-03-13
フィッシング検出
フレームワーク
モデル性能評価

SoK: Reducing the Vulnerability of Fine-tuned Language Models to Membership Inference Attacks

Authors: Guy Amit, Abigail Goldsteen, Ariel Farkash | Published: 2024-03-13
プライバシー保護手法
メンバーシップ推論
モデル性能評価

DNNShield: Embedding Identifiers for Deep Neural Network Ownership Verification

Authors: Jasper Stang, Torsten Krauß, Alexandra Dmitrienko | Published: 2024-03-11
DNN IP保護手法
ウォーターマーキング
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