TESSERACT
Framework for fair and sound evaluations of ML classifiers.News
- Feb 2024: A preprint of TESSERACT (Extended Version) has been published on arXiv.
- Jan 2019: TESSERACT accepted at USENIX Security 2019.
- Oct 2018: Talk on TESSERACT accepted for USENIX Enigma 2019! More details soon.
- Oct 2018: We are presenting our poster on TESSERACT's implementation at ACM CCS 2018.
See you in Toronto, Canada!
Access
We are hosting TESSERACT code on a private Bitbucket repository, under open source license. To get access to the repository, please complete the following form: We have already granted access to people from the following institutions (alphabetical order):- ANSSI - the French Network and Information Security Agency
- Boise State University, USA
- Birla Institute of Technology and Science, Pilani, India
- Capital One, USA
- Carnegie Mellon University, USA
- Czech Technical University, Czech Republic
- Deakin University, Australia
- Federal University of Paraná (UFPR), Brazil
- Georgia Tech, USA
- Huazhong University of Science and Technology (HUST), China
- King's College London, UK
- TU Dublin, Institute of Technology Blanchardstown, Ireland
- Nanjing University, Software Institute, China
- National Institute of Technology, Rourkela, India
- New York University, USA
- Northwest University, China
- Osaka University, Japan
- Rice University, USA
- Royal Holloway, University of London, UK
- Institute for Information Industry, Taiwan
- SnT - University of Luxembourg
- Swinburne University of Technology, Australia
- The Interdisciplinary Center Herzliya (IDC), Israel
- The MITRE Corporation, USA
- Tsinghua University, China
- TU Braunschweig, Germany
- TU Munich, Germany
- University of Bari Aldo Moro, Italy
- Universidad Carlos III de Madrid, Spain
- University of Cagliari, Italy
- University of Jinan, China
- University of New South Wales, Australia
- University of Toronto, Canada
- VIT Bhopal, India
- Washington State University, USA
Papers
TESSERACT: Eliminating Experimental Bias in Malware Classification across Space and Time (Extended Version)
arXiv · arXiv, 2024
arXiv · arXiv, 2024
@article{kan2024tesseract,
title={TESSERACT: Eliminating Experimental Bias in Malware Classification across Space and Time (Extended Version)},
author={Kan, Zeliang and McFadden, Shae and Arp, Daniel and Pendlebury, Feargus and Jordaney, Roberto and Kinder, Johannes and Pierazzi, Fabio and Cavallaro, Lorenzo},
journal={arXiv preprint arXiv:2402.01359},
year={2024}
}
INSOMNIA: Towards Concept-Drift Robustness in Network Intrusion Detection
AISec · 14th ACM Workshop on Artificial Intelligence and Security, 2021
AISec · 14th ACM Workshop on Artificial Intelligence and Security, 2021
@inproceedings{andresini2021insomnia,
author = {Giuseppina Andresini and Feargus Pendlebury and Fabio Pierazzi and Corrado Loglisci and Annalisa Appice and Lorenzo Cavallaro},
title = {{INSOMNIA}: Towards Concept-Drift Robustness in Network Intrusion Detection},
journal = {{ACM} Workshop on Artificial Intelligence and Security ({AISec})},
year = {2021},
}
TESSERACT: Eliminating Experimental Bias in Malware Classification across Space and Time
USENIX Sec · 28th USENIX Security Symposium, 2019
USENIX Sec · 28th USENIX Security Symposium, 2019
@inproceedings{pendlebury2019tesseract,
author = {Feargus Pendlebury* and Fabio Pierazzi* and Roberto Jordaney and Johannes Kinder and Lorenzo Cavallaro},
title = {{TESSERACT: Eliminating Experimental Bias in Malware Classification across Space and Time}},
booktitle = {28th USENIX Security Symposium},
year = {2019},
address = {Santa Clara, CA},
publisher = {USENIX Association},
note = {USENIX Sec}
}
POSTER: Enabling Fair ML Evaluations for Security
ACM CCS · 25th ACM Conference on Computer and Communications Security, 2018
ACM CCS · 25th ACM Conference on Computer and Communications Security, 2018
Talks
People
- Feargus Pendlebury, Ph.D. Student, King's College London & Royal Holloway, University of London
- Zeliang Kan, Ph.D. Student, King's College London & University College London.
- Shae McFadden, Ph.D. Student, King's College London & The Alan Turing Institute.
- Fabio Pierazzi, Lecturer (Assistant Professor), King's College London.
- Roberto Jordaney, Research Engineer, HP Labs, Bristol, UK
- Johannes Kinder, Full Professor of Computer Science, Bundeswehr University Munich, Germany
- Lorenzo Cavallaro, Full Professor of Computer Science, Chair in Cybersecurity (Systems Security), King's College London