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DTSTART;TZID=America/New_York:20250924T150000
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SUMMARY:Fall 2025 GRASP SFI: Deepti Ghadiyaram\, Boston University\, "Interpreting and Leveraging Generative Representations"
DESCRIPTION:This is a hybrid event with in-person attendance in Levine 307 and virtual attendance via Zoom.  \nABSTRACT\nGenerating high-quality photo-realistic visual content is a thriving area of research. In this talk\, I will focus not on the generation process\, but on understanding how rich visual semantic information is represented within generative models. Specifically\, I will present our work that uses mechanistic interpretability tools like k-sparse autoencoders to probe various layers and denoising timesteps of different diffusion architectures. Next\, I will present how to leverage interpretable concepts to control the generation process towards more safer and creative outcomes.
URL:https://seasevents.nmsdev7.com/event/fall-2025-grasp-sfi-deepti-ghadiyaram/
LOCATION:Levine 307\, 3330 Walnut Street\, Philadelphia\, PA\, 19104\, United States
CATEGORIES:Seminar
ORGANIZER;CN="General Robotics%2C Automation%2C Sensing and Perception (GRASP) Lab":MAILTO:grasplab@seas.upenn.edu
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