Testing and Explaining the Limits of Machine Learning for Automated Vulnerability Discovery

Leon Weiß, Tobias Holl, Kevin Borgolte

Proceedings of the 48th IEEE/ACM International Conference on Software Engineering (ICSE), April 2026

@inproceedings{icse2026-storfuzz,
  title     = {{StorFuzz: Using Data Diversity to Overcome Fuzzing Plateaus}},
  author    = {Weiß, Leon and Holl, Tobias and Borgolte, Kevin},
  booktitle = {Proceedings of the 48th IEEE/ACM International Conference on Software Engineering (ICSE)},
  code      = {https://github.com/rub-softsec/storfuzz/},
  data      = {https://doi.org/10.5281/zenodo.14979693},
  date      = {2026-04},
  doi       = {10.1145/3744916.3773179},
  editor    = {Mezini, Mira and Zimmermann, Thomas},
  location  = {Rio de Janeiro, Brazil},
  publisher = {Association for Computing Machinery (ACM)/Institute of Electrical and Electronics Engineers (IEEE)},
  volume    = {48}
}

Tobias Holl, Leon Weiß, Kevin Borgolte

Proceedings of the 5th International Fuzzing Workshop (FUZZING), February 2026

@inproceedings{fuzzing2026-the-things-that-count,
  title     = {{The Things That Count: Coverage Evaluation Under the Microscope (Registered Report)}},
  author    = {Holl, Tobias and Weiß, Leon and Borgolte, Kevin},
  booktitle = {Proceedings of the 5th International Fuzzing Workshop (FUZZING)},
  code      = {https://softsec.link/fz26.cov/},
  date      = {2026-02-27},
  doi       = {10.14722/fuzzing.2026.23030},
  editor    = {Böhme, Marcel and Meng, Ruijie and Padhye, Rohan and Noller, Yannic and Szekeres, László},
  location  = {San Diego, CA, USA},
  publisher = {Internet Society (ISOC)},
  volume    = {5}
}

Tobias Holl, Leon Weiß, Kevin Borgolte

Proceedings of the 5th International Fuzzing Workshop (FUZZING), February 2026

@inproceedings{fuzzing2026-pogofuzz,
  title     = {{Pogofuzz: Profile-Guided Optimization for Fuzzing (Registered Report)}},
  author    = {Holl, Tobias and Weiß, Leon and Borgolte, Kevin},
  booktitle = {Proceedings of the 5th International Fuzzing Workshop (FUZZING)},
  code      = {https://softsec.link/fz26.pogofuzz/},
  date      = {2026-02-27},
  doi       = {10.14722/fuzzing.2026.23029},
  editor    = {Böhme, Marcel and Meng, Ruijie and Padhye, Rohan and Noller, Yannic and Szekeres, László},
  location  = {San Diego, CA, USA},
  publisher = {Internet Society (ISOC)},
  volume    = {5}
}