Yixin Huang

One-Step Diffusion Solver for Non-binary Integer Linear Programming

KO: Kinetics-inspired Neural Optimizer with PDE Simulation Approaches

KITINet: Kinetics Theory Inspired Network Architectures with PDE Simulation Approaches

Primary-Dual Diffusion Solver for Quadratic Programming Problems

PhysPDE: Rethinking PDE Discovery and a Physical Hypothesis Selection Benchmark

SINGER: Stochastic Network Graph Evolving Operator for High Dimensional PDEs

HEAP: Hyper Extended A-PDHG Operator for Constrained High-dim PDEs