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: 1st Apr 2026, 06:25:06pm CEST
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Agenda Overview |
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TT 4b - A Practical Tour of PEFT & Co.
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| Session Abstract | ||
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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. I did the workshop last year at HAICON and have teaching experience. - Target Audience: researchers with data analytics experience - Keywords: Model Adaptation, Parameter-Efficient Fine-Tuning, Foundation Model |
