Company Filing History:
Years Active: 2025
Title: Innovations by Erik Imgrund in Machine Learning
Introduction
Erik Imgrund is an accomplished inventor based in Heidelberg, Germany. He has made significant contributions to the field of machine learning, particularly in the area of vulnerability discovery. His innovative approach has led to the development of a unique patent that addresses critical challenges in this domain.
Latest Patents
Erik Imgrund holds a patent titled "Measuring confounding effects in machine learning-based vulnerability discovery." This patent describes a system and method that includes the reception of a plurality of code samples and corresponding ground truth classifications. It involves generating, for each of the plurality of code samples, a plurality of perturbed code samples. The process also includes generating first probabilities for each of the code samples and the perturbed code samples using a first classification model. Additionally, it generates second probabilities for each of the code samples and the perturbed code samples using a second model. The invention determines a causal probability for each code sample based on the first and second probabilities, assesses a causal performance metric of the first classification model based on the ground truth classifications and the causal probabilities, and presents the causal performance metric. This innovative approach enhances the reliability of machine learning models in identifying vulnerabilities.
Career Highlights
Erik Imgrund is currently employed at SAP SE, a leading software company known for its enterprise solutions. His work at SAP SE allows him to apply his expertise in machine learning and contribute to the development of advanced technologies that benefit various industries.
Collaborations
Throughout his career, Erik has collaborated with talented professionals, including Tom Ganz and Martin Haerterich. These collaborations have fostered a creative environment that encourages innovation and the sharing of ideas.
Conclusion
Erik Imgrund's contributions to machine learning and vulnerability discovery exemplify the impact of innovative thinking in technology. His patent and work at SAP SE highlight the importance of addressing complex challenges in the field. Erik's dedication to advancing machine learning continues to inspire future innovations.