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Anka He Chen

3 accepted papers

2026

FreeForm: Reduced-Order Deformable Simulation from Particle-Based Skinning Eigenmodes

CVPR 2026

We present a novel formulation for mesh-free, reduced-order simulation of deformable hyperelastic objects. Existing work in reduced-order elastodynamic simulation represents the input geometry by either meshes, which can be difficult to obtain due to challenges in scanning and triangulating complex

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2026

Physically Valid Biomolecular Interaction Modeling with Gauss-Seidel Projection

ICLR 2026poster

Biomolecular interaction modeling has been substantially advanced by foundation models, yet they often produce all-atom structures that violate basic steric feasibility. We address this limitation by enforcing physical validity as a strict constraint during both training and inference with a unified…

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2026

VoMP: Predicting Volumetric Mechanical Property Fields

ICLR 2026poster

Physical simulation relies on spatially-varying mechanical properties, typically laboriously hand-crafted. We present the first feed-forward model to predict fine-grained mechanical properties, Young’s modulus($E$), Poisson’s ratio($\nu$), and density($\rho$), throughout *the volume* of 3D objects.…

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