A transformer with prediction-correction and hierarchical super-token merging unifies simulation of six physical dynamics categories on Lagrangian particles and generalizes to unseen conditions.
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4 Pith papers cite this work. Polarity classification is still indexing.
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DiffPhD delivers a unified differentiable projective dynamics solver for heterogeneous hyperelastic elastodynamics with contact that achieves up to 10x speedup and stable convergence on 100x stiffness contrasts while preserving strict gradient accuracy.
HyperBones combines bone-driven neural dynamics with hypernetwork conditioning and a CNN wrinkle layer to deliver physically plausible real-time garment simulation across body shapes at 300+ FPS.
Proposes a Koopman-surrogate framework that turns cyclic animation synthesis into a structured quadratic program solved via KKT system under temporal periodicity.
citing papers explorer
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WorldParticle: Unified World Simulation of Lagrangian Particle Dynamics via Transformer
A transformer with prediction-correction and hierarchical super-token merging unifies simulation of six physical dynamics categories on Lagrangian particles and generalizes to unseen conditions.
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DiffPhD: A Unified Differentiable Solver for Projective Heterogeneous Materials in Elastodynamics with Contact-Rich GPU-Acceleration
DiffPhD delivers a unified differentiable projective dynamics solver for heterogeneous hyperelastic elastodynamics with contact that achieves up to 10x speedup and stable convergence on 100x stiffness contrasts while preserving strict gradient accuracy.
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HyperBones: Realtime Bone-driven Neural Garment Simulation with Hypernetwork Conditioning
HyperBones combines bone-driven neural dynamics with hypernetwork conditioning and a CNN wrinkle layer to deliver physically plausible real-time garment simulation across body shapes at 300+ FPS.
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Closing Trajectories: Equation-Free Cyclic Animation via Koopman Surrogates
Proposes a Koopman-surrogate framework that turns cyclic animation synthesis into a structured quadratic program solved via KKT system under temporal periodicity.