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Deformable Neural Radiance Fields creates free-viewpoint portraits (nerfies) from casually captured videos.
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Task Discovery: Finding the Tasks that Neural Networks Generalize on 🔍 Task Discovery: Finding the Tasks that Neural Networks Generalize on Andrei Atanov , Andrei Filatov , Teresa Yeo , Ajay Sohmshetty , Amir Zamir Swiss Federal Institute of Technology in Lausanne (EPFL) NeurIPS 2022 Paper Poster Code In contrast to a common supervised learning approach, in task discovery , we fix an architecture and search in the space of tasks to find ones the network generalizes on. Your browser does not support the video tag. Abstract When developing deep learning models, we usually decide what task we want to solve then search for a model that generalizes well on the task. An intriguing question would be: what if, instead of fixing the task and searching in the model space, we fix the model and search in the task space? Can we find tasks that the model generalizes on? How do they look, or do they indic...
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