Model Performance Evaluation

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

Watermark Evaluation

Transparency and Verification

2024.02.05 2025.05.27

Literature Database

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

Privacy Protection Method

Model Performance Evaluation

Compliance with Ethical Guidelines

2024.02.03 2025.05.27

Literature Database

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

Detection and localization of DDIA

Model Performance Evaluation

2024.01.27 2025.05.27

Literature Database

A Training Rate and Survival Heuristic for Inference and Robustness Evaluation (TRASHFIRE)

Authors: Charles Meyers, Mohammad Reza Saleh Sedghpour, Tommy Löfstedt, Erik Elmroth | Published: 2024-01-24 | Updated: 2024-09-11

Hyperparameter Tuning

Model Performance Evaluation

Adversarial Example

2024.01.24 2025.05.27

Literature Database

Text Embedding Inversion Security for Multilingual Language Models

Authors: Yiyi Chen, Heather Lent, Johannes Bjerva | Published: 2024-01-22 | Updated: 2024-06-05

Watermarking

Membership Inference

Model Performance Evaluation

2024.01.22 2025.05.27

Literature Database

Machine learning-based network intrusion detection for big and imbalanced data using oversampling, stacking feature embedding and feature extraction

Authors: Md. Alamin Talukder, Md. Manowarul Islam, Md Ashraf Uddin, Khondokar Fida Hasan, Selina Sharmin, Salem A. Alyami, Mohammad Ali Moni | Published: 2024-01-22

Watermarking

Model Performance Evaluation

Intrusion Detection System

2024.01.22 2025.05.27

Literature Database

Instructional Fingerprinting of Large Language Models

Authors: Jiashu Xu, Fei Wang, Mingyu Derek Ma, Pang Wei Koh, Chaowei Xiao, Muhao Chen | Published: 2024-01-21 | Updated: 2024-04-03

Watermarking

Fingerprinting Method

Model Performance Evaluation

2024.01.21 2025.05.27

Literature Database

ADMIn: Attacks on Dataset, Model and Input. A Threat Model for AI Based Software

Authors: Vimal Kumar, Juliette Mayo, Khadija Bahiss | Published: 2024-01-15

Cyber Attack

Model Performance Evaluation

Threat modeling

2024.01.15 2025.05.27

Literature Database

LookAhead: Preventing DeFi Attacks via Unveiling Adversarial Contracts

Authors: Shoupeng Ren, Lipeng He, Tianyu Tu, Di Wu, Jian Liu, Kui Ren, Chun Chen | Published: 2024-01-14 | Updated: 2025-04-02

Smart Contract

Certified Robustness

Model Performance Evaluation

2024.01.14 2025.05.27

Literature Database

When eBPF Meets Machine Learning: On-the-fly OS Kernel Compartmentalization

Authors: Zicheng Wang, Tiejin Chen, Qinrun Dai, Yueqi Chen, Hua Wei, Qingkai Zeng | Published: 2024-01-11

Watermarking

Memory Management Method

Model Performance Evaluation

2024.01.11 2025.05.27

Literature Database