Model Performance Evaluation

Forcing Generative Models to Degenerate Ones: The Power of Data Poisoning Attacks

Authors: Shuli Jiang, Swanand Ravindra Kadhe, Yi Zhou, Ling Cai, Nathalie Baracaldo | Published: 2023-12-07
LLM Security
Poisoning Attack
Model Performance Evaluation

A Unified Hardware-based Threat Detector for AI Accelerators

Authors: Xiaobei Yan, Han Qiu, Tianwei Zhang | Published: 2023-11-28
FPGA
Cybersecurity
Model Performance Evaluation

Continuous Authentication Using Mouse Clickstream Data Analysis

Authors: Sultan Almalki, Prosenjit Chatterjee, Kaushik Roy | Published: 2023-11-23
Model Performance Evaluation
User Authentication System
Watermark Evaluation

IoTGeM: Generalizable Models for Behaviour-Based IoT Attack Detection

Authors: Kahraman Kostas, Mike Just, Michael A. Lones | Published: 2023-10-17
Model Performance Evaluation
Time-Related Features
Feature Selection Method

Demystifying Poisoning Backdoor Attacks from a Statistical Perspective

Authors: Ganghua Wang, Xun Xian, Jayanth Srinivasa, Ashish Kundu, Xuan Bi, Mingyi Hong, Jie Ding | Published: 2023-10-16 | Updated: 2023-10-18
Poisoning
Model Performance Evaluation
Convergence Property

A Comprehensive Study of Privacy Risks in Curriculum Learning

Authors: Joann Qiongna Chen, Xinlei He, Zheng Li, Yang Zhang, Zhou Li | Published: 2023-10-16
Membership Inference
Model Performance Evaluation
Attack Method

Enhancing ML-Based DoS Attack Detection Through Combinatorial Fusion Analysis

Authors: Evans Owusu, Mohamed Rahouti, D. Frank Hsu, Kaiqi Xiong, Yufeng Xin | Published: 2023-10-02
DoS Mitigation
Stacking Model
Model Performance Evaluation

Unbiased Watermark for Large Language Models

Authors: Zhengmian Hu, Lichang Chen, Xidong Wu, Yihan Wu, Hongyang Zhang, Heng Huang | Published: 2023-09-22 | Updated: 2023-10-18
Watermarking
Model Performance Evaluation
Statistical Hypothesis Testing

AutoReP: Automatic ReLU Replacement for Fast Private Network Inference

Authors: Hongwu Peng, Shaoyi Huang, Tong Zhou, Yukui Luo, Chenghong Wang, Zigeng Wang, Jiahui Zhao, Xi Xie, Ang Li, Tony Geng, Kaleel Mahmood, Wujie Wen, Xiaolin Xu, Caiwen Ding | Published: 2023-08-20
MPC Algorithm
Model Performance Evaluation
Optimization Methods

Attesting Distributional Properties of Training Data for Machine Learning

Authors: Vasisht Duddu, Anudeep Das, Nora Khayata, Hossein Yalame, Thomas Schneider, N. Asokan | Published: 2023-08-18 | Updated: 2024-04-09
Security Assurance
Model Performance Evaluation
Robustness Evaluation