Fabian Schmidt

I am a PhD student working on the ALEC2 project. My supervisors are Professor Vladimir Vlassov and Associate Professor Amir Hossein Payberah. I am affiliated with Wallenberg AI, Autonomous Systems and Software Program (WASP).

My research interests include NLP/NLU and ML, particularly in health. I develop a system comprising several ML models in psychology to improve treatment delivery and success.

We currently offer the possibility to conduct Master theses in our group. I offer the possibility to supervise the following topics:

1. A Scalable Architecture for Deploying Machine Learning Models in Internet-Based Cognitive Behavioral Therapy.

2. Enhancing Patient and Clinician Representations in iCBT: Multimodal Approaches and Advanced Techniques

3. Enhancing iCBT with Knowledge Graphs.

4. Implementing RAG for iCBT Applications.

5. Implementing Guardrails for Patient/Clinician Feedback in Generative AI.

6. Enhancing iCBT with Reinforcement Learning from Human Feedback (RLHF): Improving Model Performance on Downstream Tasks.

7. Enhancing iCBT with Automatic Annotation and Data Augmentation Using Self-Supervised Learning.

8. Machine Learning-Based Risk Monitoring in iCBT: Modeling Dropout Risk, Symptom Deterioration, and Other Critical Factors.

9. Enhancing iCBT through Audio and Video Analysis: Uncovering Non-Verbal Cues and Behavioral Patterns

Don't hesitate to contact me if you are interested: .