Performance Evaluation

SoK: The Impact of Unlabelled Data in Cyberthreat Detection

Authors: Giovanni Apruzzese, Pavel Laskov, Aliya Tastemirova | Published: 2022-05-18
Dataset evaluation
Membership Inference
Performance Evaluation

Lessons Learned: Defending Against Property Inference Attacks

Authors: Joshua Stock, Jens Wettlaufer, Daniel Demmler, Hannes Federrath | Published: 2022-05-18 | Updated: 2023-10-09
Data Preprocessing
Membership Inference
Performance Evaluation

Evaluation of a User Authentication Schema Using Behavioral Biometrics and Machine Learning

Authors: Laura Pryor, Jacob Mallet, Rushit Dave, Naeem Seliya, Mounika Vanamala, Evelyn Sowells Boone | Published: 2022-05-07
User Experience Evaluation
Random Forest
Performance Evaluation

Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Authors: Yuntao Bai, Andy Jones, Kamal Ndousse, Amanda Askell, Anna Chen, Nova DasSarma, Dawn Drain, Stanislav Fort, Deep Ganguli, Tom Henighan, Nicholas Joseph, Saurav Kadavath, Jackson Kernion, Tom Conerly, Sheer El-Showk, Nelson Elhage, Zac Hatfield-Dodds, Danny Hernandez, Tristan Hume, Scott Johnston, Shauna Kravec, Liane Lovitt, Neel Nanda, Catherine Olsson, Dario Amodei, Tom Brown, Jack Clark, Sam McCandlish, Chris Olah, Ben Mann, Jared Kaplan | Published: 2022-04-12
Alignment
Reinforcement Learning Optimization
Performance Evaluation

Generating Practical Adversarial Network Traffic Flows Using NIDSGAN

Authors: Bolor-Erdene Zolbayar, Ryan Sheatsley, Patrick McDaniel, Michael J. Weisman, Sencun Zhu, Shitong Zhu, Srikanth Krishnamurthy | Published: 2022-03-13
Active Learning
Network Threat Detection
Performance Evaluation

Training language models to follow instructions with human feedback

Authors: Long Ouyang, Jeff Wu, Xu Jiang, Diogo Almeida, Carroll L. Wainwright, Pamela Mishkin, Chong Zhang, Sandhini Agarwal, Katarina Slama, Alex Ray, John Schulman, Jacob Hilton, Fraser Kelton, Luke Miller, Maddie Simens, Amanda Askell, Peter Welinder, Paul Christiano, Jan Leike, Ryan Lowe | Published: 2022-03-04
Alignment
User Behavior Analysis
Performance Evaluation

ICSML: Industrial Control Systems ML Framework for native inference using IEC 61131-3 code

Authors: Constantine Doumanidis, Prashant Hari Narayan Rajput, Michail Maniatakos | Published: 2022-02-21 | Updated: 2023-04-21
PLC Programming
Performance Evaluation
Machine Learning Framework

Vulnerability Analysis of the Android Kernel

Authors: Joseph R. Barr, Peter Shaw, Tyler Thatcher | Published: 2021-12-20
Membership Inference
Performance Evaluation
Vulnerability Prediction

Stegomalware: A Systematic Survey of MalwareHiding and Detection in Images, Machine LearningModels and Research Challenges

Authors: Rajasekhar Chaganti, Vinayakumar Ravi, Mamoun Alazab, Tuan D. Pham | Published: 2021-10-06
Steganography Techniques
Malware Detection Method
Performance Evaluation

Task-aware Privacy Preservation for Multi-dimensional Data

Authors: Jiangnan Cheng, Ao Tang, Sandeep Chinchali | Published: 2021-10-05 | Updated: 2022-08-08
Algorithm
Privacy Risk Management
Performance Evaluation