PhysSkin++: A Real-Time, Generalizable Physics Animation Framework Based on Self-Supervised Neural Skinning

PhysSkin++ proposes a physics-informed framework that uses a Neural Skinning Fields Autoencoder to learn continuous neural skinning fields from static geometry, constructing a compact deformation subspace without per-object network training or simulation trajectories.