評価手法

FedCert: Federated Accuracy Certification

Authors: Minh Hieu Nguyen, Huu Tien Nguyen, Trung Thanh Nguyen, Manh Duong Nguyen, Trong Nghia Hoang, Truong Thao Nguyen, Phi Le Nguyen | Published: 2024-10-04
評価手法

A novel application of Shapley values for large multidimensional time-series data: Applying explainable AI to a DNA profile classification neural network

Authors: Lauren Elborough, Duncan Taylor, Melissa Humphries | Published: 2024-09-26
アルゴリズム
ウォーターマーキング
評価手法

LLM-Enhanced Software Patch Localization

Authors: Jinhong Yu, Yi Chen, Di Tang, Xiaozhong Liu, XiaoFeng Wang, Chen Wu, Haixu Tang | Published: 2024-09-10 | Updated: 2024-09-13
LLM性能評価
コミット内容理解
評価手法

VoiceWukong: Benchmarking Deepfake Voice Detection

Authors: Ziwei Yan, Yanjie Zhao, Haoyu Wang | Published: 2024-09-10
深層偽音声評価
評価手法
音声合成技術

Using Large Language Models for Template Detection from Security Event Logs

Authors: Risto Vaarandi, Hayretdin Bahsi | Published: 2024-09-08 | Updated: 2025-03-23
LLM性能評価
アルゴリズム
評価手法

2DSig-Detect: a semi-supervised framework for anomaly detection on image data using 2D-signatures

Authors: Xinheng Xie, Kureha Yamaguchi, Margaux Leblanc, Simon Malzard, Varun Chhabra, Victoria Nockles, Yue Wu | Published: 2024-09-08 | Updated: 2025-03-20
バックドア攻撃
ポイズニング
評価手法

MILE: A Mutation Testing Framework of In-Context Learning Systems

Authors: Zeming Wei, Yihao Zhang, Meng Sun | Published: 2024-09-07
Few-Shot Learning
ミューテーションテスト
評価手法

Comment on Revisiting Neural Program Smoothing for Fuzzing

Authors: Dongdong She, Kexin Pei, Junfeng Yang, Baishakhi Ray, Suman Jana | Published: 2024-09-06
ウォーターマーキング
プログラム解析
評価手法

Boosting Certified Robustness for Time Series Classification with Efficient Self-Ensemble

Authors: Chang Dong, Zhengyang Li, Liangwei Zheng, Weitong Chen, Wei Emma Zhang | Published: 2024-09-04 | Updated: 2024-09-19
敵対的サンプル
評価手法
透かし評価

AdvSecureNet: A Python Toolkit for Adversarial Machine Learning

Authors: Melih Catal, Manuel Günther | Published: 2024-09-04
ツールキット比較
敵対的訓練
評価手法