Tobias Braun

ELLIS PhD Candidate  ·  Robust Multimodal Learning

ML Researcher, Educator, Author

About Me

Tobias Braun
London, UK tobias.braun(at)mai.tu-darmstadt.de

I am an ELLIS PhD Candidate at the Technical University of Darmstadt (Multimodal AI Lab, Prof. Marcus Rohrbach) and currently a visiting researcher at UCL's Systems Security Lab (Prof. Lorenzo Cavallaro). My research lies at the intersection of multimodal AI, robustness, and security. I am interested in understanding how increasingly capable AI systems can fail, be manipulated, or behave unexpectedly — and how we can design safeguards that make them more trustworthy and aligned with human interests.

I hold an M.S. in Operations Research from Columbia University and a B.S. in Industrial Engineering from KIT. Before starting my PhD, I worked as an independent ML engineer, conducting more than 60 workshops that helped organizations adopt AI in practice. My long-term ambition is to contribute to the development of safe and beneficial artificial intelligence while strengthening scientific collaboration across Europe.

Having lived, studied, and worked in several countries, I enjoy connecting people, ideas, and disciplines. Outside research, I am an avid chess player, traveler, writer, lifeguard, and outdoor enthusiast.

Research Interests

Robustness & Security
Adversarial attacks, backdoor defenses, and concept erasure in generative models
Multimodal AI
Cross-modal reasoning, vision-language models, and multimodal understanding
Fact-Checking
Automated, evidence-based verification of claims using multimodal expert systems
Generative Models
Rectified flows, diffusion models, and controlled generation under safety constraints
“The most beautiful things in the world cannot be seen or touched, they are felt with the heart.” — Antoine de Saint-Exupéry

Publications

Earlier Publications

Full list on Google Scholar

Book

Bold, Wise & Lucky book cover
Bold, Wise & Lucky
by Gyp Brown
What separates those who act from those who wait? Bold, Wise & Lucky is a reflection on the forces that shape an unconventional life — the courage to make bold moves, the discipline to build genuine wisdom, and the readiness to recognise luck when it arrives. Written under the pen name Gyp Brown, the book blends personal narrative with honest observations about ambition, risk, and the pursuit of a life lived on one's own terms.
View on Amazon

Curriculum Vitae

Education
PhD — TU Darmstadt (ELLIS Candidate)
Multimodal AI Lab · Mar 2024 – present
Visiting Researcher — UCL
Systems Security Lab · Jun 2026 – present
M.S. Operations Research — Columbia University
GPA 3.9 / 4.0 · Aug 2018 – Dec 2019
B.S. Industrial Engineering — KIT
Top 5%, with distinction · Sep 2014 – Aug 2017
Experience & Service
Research & Teaching — TU Darmstadt
Stat. ML course (500+ students) · Mar 2024 – present
Independent ML Engineer
60+ AI workshops across industries · Sep 2020 – today
Research Intern — Columbia × Facebook
NLP & SQL query analysis · Jun – Aug 2020
Gold Reviewer — ICML 2026
Top reviewer recognition

Dare To Act

Uniting science, education, and extreme endurance for ocean conservation.

As co-founder of Dare To Act, I champion ocean conservation through endurance challenges and community action such as beach cleanups in Florida and across the US. We prioritize recycling materials gathered during these cleanups and fundraise to support 501(c)(3) organizations dedicated to direct ocean cleaning initiatives.

Selected workshop & consulting partners