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stat.ML2026
Accelerate Vector Diffusion Maps by Landmarks
Sing-Yuan Yeh, Yi-An Wu, Hau-Tieng Wu +1
We propose a landmark-constrained algorithm, LA-VDM (Landmark Accelerated Vector Diffusion Maps), to accelerate the Vector Diffusion Maps (VDM) framework built upon the Graph Conne…
stat.ML2025
Uncertainty of Network Topology with Applications to Out-of-Distribution Detection
Sing-Yuan Yeh, Chun-Hao Yang
Persistent homology (PH) is a crucial concept in computational topology, providing a multiscale topological description of a space. It is particularly significant in topological da…