Peter Lorenz

Applied Scientist at Idiap Research Institute

Switzerland
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Summary

👤
Senior
🎓
Top School
Peter Lorenz is an applied scientist with 11 years of experience bridging adversarial ML research and practical AI deployments across academia and industry. He holds a PhD from Heidelberg University and is a Postdoctoral/Research Scientist with a track record in trustworthy AI, diffusion-model forensics, and model extraction attacks—work that led to a EUROCRYPT publication and top-tier conference awards. Peter has implemented defenses and datasets (including diffusion deepfake corpora) and demonstrated counterintuitive findings like AutoAttack suboptimality and deeper-layer model-weight reconstruction feasibility. His industry work spans autonomous driving simulators, PAD face-spoofing fine-tuning, and drone vision, reflecting a focus on safety-critical, real-world systems. An active reviewer for ICML, ICLR, and NeurIPS, he also contributes open-source tools and prototypes (e.g., Virtuals.io and AgentArc) that translate research into usable assets. Based in Switzerland, he is interested in adaptive, evolving AI and pragmatic defenses for open-world deployment.
code11 years of coding experience
job5 years of employment as a software developer
bookComputer Science, Computer Science at Wayne State University
bookDoctor of Philosophy - PhD, Artificial Intelligence, Doctor of Philosophy - PhD, Artificial Intelligence at Heidelberg University
bookMaster of Science - MS, Computer Science, Master of Science - MS, Computer Science at Technische Universität Graz
languagesGerman, French, English, Chinese
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Stats
1,433reputation
316kreached
18answers
88questions
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Github Skills (164)

unreal-engine-410
anomaly-detection10
simulator10
robustness10
ros10
outlier-detection10
autonomous-driving10
novelty-detection10
diffusion-probabilistic10
deep-reinforcement-learning10
computer-vision10
imitation-learning10
grad-cam9
robotics9
denoising9

Programming languages (8)

DockerfileC++CTeXScalaHTMLJupyter NotebookPython

Github contributions (5)

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Personal website of Peter Lorenz
Contributions:2 PRs, 326 pushes, 2 branches in 2 years 5 months
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Contributions:8 releases, 25 commits, 56 pushes in 5 months
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