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, neural splatting, and hybrid representations [1-5]) offer new ways to encode geometry with continuity, robustness, and generative power. Yet, fundamental challenges remain: learning representations
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) at the University of Luxembourg contributes multidisciplinary expertise in the fields of Mathematics, Physics, Engineering, Computer Science, Life Sciences and Medicine. Through its dual mission of teaching and
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) at the University of Luxembourg contributes multidisciplinary expertise in the fields of Mathematics, Physics, Engineering, Computer Science, Life Sciences and Medicine. Through its dual mission of teaching and
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., & Siggia, E. D. (2021). Geometry of gene regulatory dynamics. Proceedings of the National Academy of Sciences, 118(38), e2109729118. • Tu, Y., & Rappel, W.-J. (2018). Adaptation in living systems. Annual
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this analysis is to try and predict whether two minima have a direct connection, and the next step would be to predict the corresponding transition state geometry. These capabilities are necessary to make
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find a unified representation for the two modalities that allow an effective fusion. A large body of work simply projects LiDAR points to images using projective geometry (e.g.,[5, 6]) and uses the image