Potential gradient estimation on Reference model
0.67Rel. Grad Error (∇V)Self-Test LSE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Self-Test LSEObservation interval (Δt)=10⁻³, Function representation=True basis, System parameters=d=2, N=10, M=2,000, T=1, σ=1, δt=10⁻⁴2026.04 | 0.67 | 0.74 | |
| Labeled MLEObservation interval (Δt)=10⁻⁴, Function representation=True basis, System parameters=d=2, N=10, M=2,000, T=1, σ=1, δt=10⁻⁴2026.04 | 0.8 | 0.35 | |
| Self-Test LSEObservation interval (Δt)=10⁻², Function representation=True basis, System parameters=d=2, N=10, M=2,000, T=1, σ=1, δt=10⁻⁴2026.04 | 0.8 | 1.1 | |
| Self-Test NNObservation interval (Δt)=10⁻³, Function representation=MLP [64,64,64], System parameters=d=2, N=10, M=2,000, T=1, σ=1, δt=10⁻⁴2026.04 | 0.91 | 1.74 | |
| Self-Test NNObservation interval (Δt)=10⁻², Function representation=MLP [64,64,64], System parameters=d=2, N=10, M=2,000, T=1, σ=1, δt=10⁻⁴2026.04 | 1.25 | 2.47 | |
| Sinkhorn MLEObservation interval (Δt)=10⁻⁴, Function representation=True basis, System parameters=d=2, N=10, M=2,000, T=1, σ=1, δt=10⁻⁴2026.04 | 1.34 | 0.82 | |
| Self-Test LSEObservation interval (Δt)=10⁻⁴, Function representation=True basis, System parameters=d=2, N=10, M=2,000, T=1, σ=1, δt=10⁻⁴2026.04 | 1.35 | 1.24 | |
| Labeled MLEObservation interval (Δt)=10⁻³, Function representation=True basis, System parameters=d=2, N=10, M=2,000, T=1, σ=1, δt=10⁻⁴2026.04 | 1.41 | 5.18 | |
| Sinkhorn MLEObservation interval (Δt)=10⁻³, Function representation=True basis, System parameters=d=2, N=10, M=2,000, T=1, σ=1, δt=10⁻⁴2026.04 | 3.13 | 7.17 | |
| Self-Test NNObservation interval (Δt)=10⁻¹, Function representation=MLP [64,64,64], System parameters=d=2, N=10, M=2,000, T=1, σ=1, δt=10⁻⁴2026.04 | 3.15 | 5.8 | |
| Self-Test LSEObservation interval (Δt)=10⁻¹, Function representation=True basis, System parameters=d=2, N=10, M=2,000, T=1, σ=1, δt=10⁻⁴2026.04 | 6.84 | 6.93 | |
| Labeled MLEObservation interval (Δt)=10⁻², Function representation=True basis, System parameters=d=2, N=10, M=2,000, T=1, σ=1, δt=10⁻⁴2026.04 | 10.44 | 37.49 | |
| Labeled MLEObservation interval (Δt)=10⁻¹, Function representation=True basis, System parameters=d=2, N=10, M=2,000, T=1, σ=1, δt=10⁻⁴2026.04 | 11.3 | 89.38 | |
| Sinkhorn MLEObservation interval (Δt)=10⁻², Function representation=True basis, System parameters=d=2, N=10, M=2,000, T=1, σ=1, δt=10⁻⁴2026.04 | 21.64 | 47.38 | |
| Sinkhorn MLEObservation interval (Δt)=10⁻¹, Function representation=True basis, System parameters=d=2, N=10, M=2,000, T=1, σ=1, δt=10⁻⁴2026.04 | 45.37 | 95.78 |