Tiago Heinrich

PhD Tiago Heinrich

Address
Max-Planck-Institut für Informatik
Saarland Informatics Campus
Campus E1 4
66123 Saarbrücken
Location
E1 4 - 505
Phone
+49 681 9325 3544
Fax
+49 681 9325 3599

Personal Information

I am a Postdoc researcher at the MPI. I am mainly interested in security and measurements. In the last four years, I have also worked on applying machine learning to computer security and on data representation for ML models.

In my PhD, I was working with Carlos A. Maziero on a strategy for anomaly detection in the WebAssembly sandbox. My research uses categorical data for machine learning models for intrusion detection. Since my second year, I have worked with master's and undergrad students in the use of categorical representation and machine learning in different security topics.

During my master's, I worked with Rafael R. Obelheiro on a honeypot infrastructure for collecting data about DRDoS attacks. In this research, we focused on the measurement and evaluation of attack behavior. The research continues, and we are currently investigating the use of ML models to automatically identify attacks in traffic observed by honeypots and other intermediate vantage points.

Publications

2024
Frasão, A., Heinrich, T., Fulber-Garcia, V., Will, N. C., Obelheiro, R. R., & Maziero, C. A. (2024). I See Syscalls by the Seashore: An Anomaly-based IDS for Containers Leveraging Sysdig Data. In 29th IEEE Symposium on Computers and Communications (ISCC 2024). Paris, France: IEEE. doi:10.1109/ISCC61673.2024.10733595
Export
BibTeX
@inproceedings{Frasao_ISCC24, TITLE = {I See Syscalls by the Seashore: {A}n Anomaly-based IDS for Containers Leveraging Sysdig Data}, AUTHOR = {Fras{\~a}o, Anderson and Heinrich, Tiago and Fulber-Garcia, Vinicius and Will, Newton C. and Obelheiro, Rafael R. and Maziero, Carlos A.}, LANGUAGE = {eng}, ISBN = {979-8-3503-5423-2}, DOI = {10.1109/ISCC61673.2024.10733595}, PUBLISHER = {IEEE}, YEAR = {2024}, MARGINALMARK = {$\bullet$}, DATE = {2024}, BOOKTITLE = {29th IEEE Symposium on Computers and Communications (ISCC 2024)}, PAGES = {1--6}, ADDRESS = {Paris, France}, }
Endnote
%0 Conference Proceedings %A Frasão, Anderson %A Heinrich, Tiago %A Fulber-Garcia, Vinicius %A Will, Newton C. %A Obelheiro, Rafael R. %A Maziero, Carlos A. %+ External Organizations Internet Architecture, MPI for Informatics, Max Planck Society External Organizations External Organizations External Organizations External Organizations %T I See Syscalls by the Seashore: An Anomaly-based IDS for Containers Leveraging Sysdig Data : %G eng %U http://hdl.handle.net/21.11116/0000-0010-4428-5 %R 10.1109/ISCC61673.2024.10733595 %D 2024 %B 29th IEEE Symposium on Computers and Communications %Z date of event: 2024-06-26 - 2024-06-29 %C Paris, France %B 29th IEEE Symposium on Computers and Communications %P 1 - 6 %I IEEE %@ 979-8-3503-5423-2
Rostami, S., Heinrich, T., & Albakour, T. (2024). Poster: An Investigation into Internet-facing Router Services. In IMC ’24, ACM on Internet Measurement Conference. Madrid, Spain: ACM. doi:10.1145/3646547.3689674
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BibTeX
@inproceedings{Rostami_IMC24, TITLE = {Poster: {A}n Investigation into Internet-facing Router Services}, AUTHOR = {Rostami, Sina and Heinrich, Tiago and Albakour, Taha}, LANGUAGE = {eng}, ISBN = {979-8-4007-0592-2}, DOI = {10.1145/3646547.3689674}, PUBLISHER = {ACM}, YEAR = {2024}, MARGINALMARK = {$\bullet$}, DATE = {2024}, BOOKTITLE = {IMC '24, ACM on Internet Measurement Conference}, EDITOR = {Vallina-Rodr{\'i}guez, Narseo and Suarez-T{\'a}ngil, Guillermo and Levin, Dave and Pelsser, Cristal and Pastrana, Sergio and Sun, Yixin}, PAGES = {775--776}, ADDRESS = {Madrid, Spain}, }
Endnote
%0 Conference Proceedings %A Rostami, Sina %A Heinrich, Tiago %A Albakour, Taha %+ Internet Architecture, MPI for Informatics, Max Planck Society Internet Architecture, MPI for Informatics, Max Planck Society Internet Architecture, MPI for Informatics, Max Planck Society %T Poster: An Investigation into Internet-facing Router Services : %G eng %U http://hdl.handle.net/21.11116/0000-0010-4416-9 %R 10.1145/3646547.3689674 %D 2024 %B ACM on Internet Measurement Conference %Z date of event: 2024-11-04 - 2024-11-06 %C Madrid, Spain %B IMC '24 %E Vallina-Rodríguez, Narseo; Suarez-Tángil, Guillermo; Levin, Dave; Pelsser, Cristal; Pastrana, Sergio; Sun, Yixin %P 775 - 776 %I ACM %@ 979-8-4007-0592-2
Helpa, C., Heinrich, T., Botacin, M., Will, N., Obelheiro, R., & Maziero, C. (2024). The Use of the DWARF Debugging Format for the Identification of Potentially Unwanted Applications (PUAs) in WebAssembly Binaries. In Proceedings of the 21st International Conference on Security and Cryptography. - Vol.1 (SECRYPT 2024). Dijon, France: SciTePress. doi:10.5220/0012754500003767
Export
BibTeX
@inproceedings{Helpa_SECRYPT24, TITLE = {The Use of the {DWARF} Debugging Format for the Identification of Potentially Unwanted Applications ({PUAs}) in {WebAssembly} Binaries}, AUTHOR = {Helpa, Calebe and Heinrich, Tiago and Botacin, Marcus and Will, Newton and Obelheiro, Rafael and Maziero, Carlos}, LANGUAGE = {eng}, ISBN = {978-989-758-709-2}, DOI = {10.5220/0012754500003767}, PUBLISHER = {SciTePress}, YEAR = {2024}, MARGINALMARK = {$\bullet$}, DATE = {2024}, BOOKTITLE = {Proceedings of the 21st International Conference on Security and Cryptography. -- Vol.1 (SECRYPT 2024)}, EDITOR = {De Capitani Di Vimercati, Sabrina and Samarati, Pierangela}, PAGES = {442--449}, ADDRESS = {Dijon, France}, }
Endnote
%0 Conference Proceedings %A Helpa, Calebe %A Heinrich, Tiago %A Botacin, Marcus %A Will, Newton %A Obelheiro, Rafael %A Maziero, Carlos %+ External Organizations Internet Architecture, MPI for Informatics, Max Planck Society External Organizations External Organizations External Organizations External Organizations %T The Use of the DWARF Debugging Format for the Identification of Potentially Unwanted Applications (PUAs) in WebAssembly Binaries : %G eng %U http://hdl.handle.net/21.11116/0000-0010-442C-1 %R 10.5220/0012754500003767 %D 2024 %B 21st International Conference on Security and Cryptography %Z date of event: 2024-07-08 - 2024-07-10 %C Dijon, France %B Proceedings of the 21st International Conference on Security and Cryptography. - Vol.1 %E De Capitani Di Vimercati, Sabrina; Samarati, Pierangela %P 442 - 449 %I SciTePress %@ 978-989-758-709-2

Previous publications

Research Interests

  • Computer Networks
  • Network Monitoring and Measurements
  • Intrusion Detection
  • Computer and Network Security

Honours & Awards

  • Best Paper Award, Passive and Active Measurement Conference (PAM'21)

Reviewing Activity & Workshop / Conference positions

  • Artifact Evaluation Committee: CoNEXT'23, SIGCOMM'23, USENIX'23 '24

Recent Positions

2024 - today
Postdoc researcher, INET group, Max Planck Institute for Informatics, Germany

Education

2019 - 2023
PhD in Informatics at Federal University of Paraná (UFPR), Brazil

2017 - 2019
MSc in Applied Computing at Santa Catarina State University (UDESC), Brazil

2013 - 2017
BS in Computer Science at Santa Catarina State University (UDESC), Brazil