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James Hays

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#artificial intelligence Preprint Oct 2026

Less Decoder is More Encoder: Geometric Representation Learning from Novel View Synthesis

This paper examines the role of Novel View Synthesis (NVS) in geometric representation learning. In principle, NVS should reason about 3D scene structure, thereby enabling transferable multi-view geometric representations. Yet, existing encoder-based NVS methods yield poor representations. This is not because of a lack...

Keerthi Kaashyap, D. Anthony, Akshay Krishnan et al. · 0 citations

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