Conference Agenda
Overview and details of the sessions of this conference. Please select a date or location to show only sessions at that day or location. Please select a single session for detailed view (with abstracts and downloads if available).
Please note that all times are shown in the time zone of the conference. The current conference time is: 13th June 2026, 11:03:16am CEST
|
Daily Overview |
| Session | ||
TT 4b - A Practical Tour of PEFT & Co.
| ||
| Session Abstract | ||
|
Brief Description and Outline: Foundation models can be adapted in many ways, but it’s often unclear how these approaches differ beyond their descriptions. In this interactive workshop, we start from a fixed pretrained check-point and walk through several prominent adaptation strategies (linear probing, LoRA, prompt-based methods, and related techniques). Using a shared base experiment, participants will run hands-on notebooks that visualize parameter updates, representational shifts, and performance changes across methods. - Goals: Build practical intuition for major adaptation strategies - Presenters Experience: Dasha Trofimova is a ML engineer at DKFZ with over 10 years of experience applying DL methods to biomedical and scientific problems. She did the workshop last year at HAICON and has teaching experience. JeremiasAI Traub is a Research Engineer at DKFZ, Helmholtz Imaging - Target Audience: researchers with data analytics experience - Keywords: Model Adaptation, Parameter-Efficient Fine-Tuning, Foundation Model |
