Xinqi Gong

DSR: Dynamical Surface Representation as Implicit Neural Networks for Protein

We propose a novel neural network-based approach to modeling protein dynamics using an implicit representation of a protein’s surface in 3D and time. Our method utilizes the zero-level set of signed distance functions (SDFs) to represent protein surfaces, enabling temporally and spatially continuous…