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ResearchFormerly WizWand

High-Dimensional PDE Solving on PIDE (Partial Integro-Differential Equation)

0.0137RL2 ErrorFS-PINNs
-0.034040.2882050.610450.932695May 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FS-PINNsConstraint=Hard constraint2026.050.0137
Un-EM-BSDEConstraint=Hard constraint2026.050.0226
Multi-Shot EM-BSDEConstraint=Hard constraint2026.050.0245
EM-BSDEConstraint=Hard constraint2026.050.0374
Heun-BSDEConstraint=Hard constraint2026.050.1874
ShotgunConstraint=Hard constraint2026.050.4057
FS-PINNsConstraint=Soft constraint2026.050.4973
Heun-BSDEConstraint=Soft constraint2026.050.9199
Multi-Shot EM-BSDEConstraint=Soft constraint2026.051.0771
Un-EM-BSDEConstraint=Soft constraint2026.051.0878
EM-BSDEConstraint=Soft constraint2026.051.1094
ShotgunConstraint=Soft constraint2026.051.2072