Marc Stoecklin

Title: **Marc Stoecklin: Innovator in Deep Learning Security**

Introduction

Marc Stoecklin, an accomplished inventor based in Basel, Switzerland, has made significant contributions to the field of artificial intelligence and cybersecurity. With a total of six patents to his name, Stoecklin's innovative work focuses on enhancing the security of deep neural networks and user identification systems.

Latest Patents

Stoecklin's recent patents exemplify his forward-thinking approach to technology. One of his latest innovations involves a method for detecting adversarial attacks on deep neural networks (DNNs). This invention outlines a comprehensive system that includes a training process for the DNN, where representations of activations from intermediate layers are recorded. By training separate classifiers on these representations, Stoecklin's method effectively creates an outlier detection model capable of identifying adversarial inputs, ensuring the protection of deployed systems using DNNs.

Another notable patent addresses user identification through multifaceted footprints. This method enables the identification of an unknown user by analyzing a variety of user activities across different contexts. By aggregating known user footprints and matching them against network traces relevant to the unknown user, this innovation provides a probable identity prediction, enhancing security in computer environments.

Career Highlights

Stoecklin is currently associated with IBM, a leading technology company where he continues to develop innovative solutions that address critical challenges in cybersecurity and user authentication. His work reflects a deep commitment to advancing technologies that safeguard digital systems.

Collaborations

Throughout his career, Marc Stoecklin has collaborated with respected colleagues, including Andreas Kind and Paul T. Hurley. Together, they have worked on projects that leverage their unique expertise, contributing to advancements in their fields.

Conclusion

Marc Stoecklin stands out as a prominent inventor in the realms of artificial intelligence and cybersecurity. His ongoing innovations, particularly in deep learning and user identification, highlight his dedication to creating secure and reliable technological solutions. Stoecklin's contributions not only protect systems but also pave the way for future advancements in these critical areas.