A Framework for Cluster and Classifier Evaluation in the Absence of Reference Labels

23 September 2021

Papers citing "A Framework for Cluster and Classifier Evaluation in the Absence of Reference Labels"

14 / 14 papers shown

Title
Living off the Analyst: Harvesting Features from Yara Rules for Malware Detection Siddhant Gupta Fred Lu Andrew Barlow Edward Raff Francis Ferraro Cynthia Matuszek Charles K. Nicholas James Holt 61 0 0 27 Nov 2024
Assemblage: Automatic Binary Dataset Construction for Machine Learning Chang Liu Rebecca Saul Yihao Sun Edward Raff Maya Fuchs Townsend Southard Pantano James Holt Kristopher K. Micinski 17 2 0 07 May 2024
Understanding the Process of Data Labeling in Cybersecurity Tobias Braun Irdin Pekaric Giovanni Apruzzese 20 4 0 28 Nov 2023
High-resolution Image-based Malware Classification using Multiple Instance Learning Tim Peters H. Farhat 8 0 0 21 Nov 2023
Validation of the Practicability of Logical Assessment Formula for Evaluations with Inaccurate Ground-Truth Labels Yongquan Yang Hong Bu 8 0 0 06 Jul 2023
SoK: Pragmatic Assessment of Machine Learning for Network Intrusion Detection Giovanni Apruzzese P. Laskov J. Schneider 25 24 0 30 Apr 2023
Unsupervised Evaluation of Out-of-distribution Detection: A Data-centric Perspective Yuhang Zhang Weihong Deng Liang Zheng OODD 17 4 0 16 Feb 2023
"Real Attackers Don't Compute Gradients": Bridging the Gap Between Adversarial ML Research and Practice Giovanni Apruzzese Hyrum S. Anderson Savino Dambra D. Freeman Fabio Pierazzi Kevin A. Roundy AAML 24 75 0 29 Dec 2022
Efficient Malware Analysis Using Metric Embeddings Ethan M. Rudd David B. Krisiloff Scott E. Coull Daniel Olszewski Edward Raff James Holt AAML 13 6 0 05 Dec 2022
Firenze: Model Evaluation Using Weak Signals Bhavna Soman A. Torkamani Michael J. Morais Jeffrey Bickford Baris Coskun 17 2 0 02 Jul 2022
The Cross-evaluation of Machine Learning-based Network Intrusion Detection Systems Giovanni Apruzzese Luca Pajola Mauro Conti 22 53 0 09 Mar 2022
MOTIF: A Large Malware Reference Dataset with Ground Truth Family Labels R. Joyce Dev Amlani B. Hamilton Edward Raff 16 21 0 29 Nov 2021
Logical Assessment Formula and Its Principles for Evaluations with Inaccurate Ground-Truth Labels Yongquan Yang 16 3 0 22 Oct 2021
Leveraging Uncertainty for Improved Static Malware Detection Under Extreme False Positive Constraints A. Nguyen Edward Raff Charles K. Nicholas James Holt 16 21 0 09 Aug 2021