AI Research Scientist & Engineer currently investigating hallucinations in large language models across the entire training lifecycle. I thrive in translating complex scientific problems into robust machine learning architectures, with proven experience building affective, task-oriented dialogue systems using supervised learning, reinforcement learning, and variational inference. My goal is to bridge the gap between cutting-edge NLP research and safe, beneficial, and reliable AI technologies.
Beyond research, I am deeply passionate about knowledge sharing and mentorship. I regularly teach graduate-level courses on reinforcement learning and spoken dialogue systems at Heinrich Heine University Düsseldorf, and I actively supervise Bachelor's and Master's theses exploring novel topics in NLP and machine learning.
April 2026
I am holding the Spoken Dialogue System course for the Master programme AI and Data Science at HHU.
January 2026
I reached over 1000 citations in Google Scholar!
October 2025
Our paper, "Less is More: Local Intrinsic Dimensions of Contextual Language Models", has been accepted for presentation at NeurIPS 2025!
I am co-holding the Reinforcement Learning course for the Master programme AI and Data Science at HHU.
July 2025
I am giving an invited tech talk + demo on ConvLab3 at SIM4IA Workshop.
April 2025
I am holding the Spoken Dialogue System course for the Master programme AI and Data Science at HHU.
December 2024
Our paper "Learning from Noisy Labels via Self-Taught On-the-Fly Meta Loss Rescaling" is accepted at AAAI 2025!
October 2024
I am co-holding the Reinforcement Learning course for the Master programme AI and Data Science at HHU.
July 2024
Our paper "Affect Recognition in Conversations Using Large Language Models" is accepted at SIGDIAL 2024!
Our paper "Infusing Emotions into Task-oriented Dialogue Systems: Understanding, Management, and Generation" is accepted at SIGDIAL 2024!
July 2023
I gave an invited talk titled "Dialogue Evaluation via Offline Reinforcement Learning and Emotion Prediction" at NLP for Conversational AI 5 co-located at ACL 2023 in Toronto, Canada.
We presented two posters at ACL 2023 in Toronto, Canada.
Our paper "From Chatter to Matter: Addressing Critical Steps of Emotion Recognition Learning in Task-oriented Dialogue" is accepted at SIGDIAL 2023!
June 2023
I gave a keynote titled "Dialogue Evaluation via Offline Reinforcement Learning and Emotion Prediction" at the 32nd TaCoS Conference in Düsseldorf, Germany.
May 2023
Our paper "ChatGPT for Zero-shot Dialogue State Tracking: A Solution or an Opportunity?" is accepted at ACL 2023!
December 2022
Dialogue Evaluation with Offline RL
LAVA: Latent action spaces via variational auto-encoding
Universitätsstr. 1 Gebäude 25.12.01.34, Düsseldorf, Germany 40225