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Dawoon Jeong

2 accepted papers

2025

FastPoint: Accelerating 3D Point Cloud Model Inference via Sample Point Distance Prediction

ICCV 2025poster

Deep neural networks have revolutionized 3D point cloud processing, yet efficiently handling large and irregular point clouds remains challenging. To tackle this problem, we introduce FastPoint, a novel software-based acceleration technique that leverages the predictable distance trend between sampl…

2025

FlashTP: Fused, Sparsity-Aware Tensor Product for Machine Learning Interatomic Potentials

ICML 2025spotlight

Machine Learning Interatomic Potentials (MLIPs) enable efficient molecular dynamics (MD) simulations with high accuracy. While equivariant MLIPs achieve state-of-the-art accuracy, they face significant computational bottlenecks centered around their Tensor-Product layer, which account for up to 75\%…