Trace Gadgets: Minimizing Code Context for Machine Learning-Based Vulnerability Prediction

Felix Mächtle, Nils Loose, Tim Schulz, Florian Sieck, Jan-Niclas Serr, Ralf Möller 0001, Thomas Eisenbarth 0001. Trace Gadgets: Minimizing Code Context for Machine Learning-Based Vulnerability Prediction. In Manindra Agrawal, Ian Molloy, Vinayaka Pandit, Debdeep Mukhopadhyay, Kenny Paterson, editors, Proceedings of the ACM Asia Conference on Computer and Communications Security, ASIA CCS 2026, Bangalore, India, June 1-5, 2026. pages 1507-1523, ACM, 2026. [doi]

@inproceedings{MachtleLSSSME26,
  title = {Trace Gadgets: Minimizing Code Context for Machine Learning-Based Vulnerability Prediction},
  author = {Felix Mächtle and Nils Loose and Tim Schulz and Florian Sieck and Jan-Niclas Serr and Ralf Möller 0001 and Thomas Eisenbarth 0001},
  year = {2026},
  doi = {10.1145/3779208.3785375},
  url = {https://doi.org/10.1145/3779208.3785375},
  researchr = {https://researchr.org/publication/MachtleLSSSME26},
  cites = {0},
  citedby = {0},
  pages = {1507-1523},
  booktitle = {Proceedings of the ACM Asia Conference on Computer and Communications Security, ASIA CCS 2026, Bangalore, India, June 1-5, 2026},
  editor = {Manindra Agrawal and Ian Molloy and Vinayaka Pandit and Debdeep Mukhopadhyay and Kenny Paterson},
  publisher = {ACM},
  isbn = {979-8-4007-2356-8},
}