Evaluation Method

How Far Have We Gone in Vulnerability Detection Using Large Language Models

Authors: Zeyu Gao, Hao Wang, Yuchen Zhou, Wenyu Zhu, Chao Zhang | Published: 2023-11-21 | Updated: 2023-12-22
Code Change Analysis
Vulnerability detection
Evaluation Method

From Principle to Practice: Vertical Data Minimization for Machine Learning

Authors: Robin Staab, Nikola Jovanović, Mislav Balunović, Martin Vechev | Published: 2023-11-17 | Updated: 2023-11-22
Data Management System
Privacy Protection
Evaluation Method

FedTruth: Byzantine-Robust and Backdoor-Resilient Federated Learning Framework

Authors: Sheldon C. Ebron Jr., Kan Yang | Published: 2023-11-17
Model Architecture
Attack Method
Evaluation Method

DEMASQ: Unmasking the ChatGPT Wordsmith

Authors: Kavita Kumari, Alessandro Pegoraro, Hossein Fereidooni, Ahmad-Reza Sadeghi | Published: 2023-11-08
Energy-Based Model
Prompt Injection
Evaluation Method

Learning Type Inference for Enhanced Dataflow Analysis

Authors: Lukas Seidel, Sedick David Baker Effendi, Xavier Pinho, Konrad Rieck, Brink van der Merwe, Fabian Yamaguchi | Published: 2023-10-01 | Updated: 2023-10-04
Watermarking
Dynamic Analysis
Evaluation Method

Performance evaluation of Machine learning algorithms for Intrusion Detection System

Authors: Sudhanshu Sekhar Tripathy, Bichitrananda Behera | Published: 2023-10-01
Algorithm
Classification Pattern Analysis
Evaluation Method

Evaluating Superhuman Models with Consistency Checks

Authors: Lukas Fluri, Daniel Paleka, Florian Tramèr | Published: 2023-06-16 | Updated: 2023-10-19
LLM Performance Evaluation
Algorithm
Evaluation Method

A Dependable Hybrid Machine Learning Model for Network Intrusion Detection

Authors: Md. Alamin Talukder, Khondokar Fida Hasan, Md. Manowarul Islam, Md Ashraf Uddin, Arnisha Akhter, Mohammad Abu Yousuf, Fares Alharbi, Mohammad Ali Moni | Published: 2022-12-08 | Updated: 2023-01-27
Model Design and Accuracy
Feature Selection Method
Evaluation Method

RADAR: A TTP-based Extensible, Explainable, and Effective System for Network Traffic Analysis and Malware Detection

Authors: Yashovardhan Sharma, Simon Birnbach, Ivan Martinovic | Published: 2022-12-07 | Updated: 2023-04-13
Security Assurance
Software Security
Evaluation Method

Ares: A System-Oriented Wargame Framework for Adversarial ML

Authors: Farhan Ahmed, Pratik Vaishnavi, Kevin Eykholt, Amir Rahmati | Published: 2022-10-24
Poisoning
Reward Mechanism Design
Evaluation Method