| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Quanser Aero 2 100 randomized episodes | RL(Dp) | MARE (Jp)0.75 | 7 | 1d ago | |
| Engine dynamics noisy data (301 points per 60 sec segment) | few-shot transfer learning scheme | A_egrmax1.0255 | 5 | 2mo ago | |
| Engine dynamics clean data (151 points per 60 sec segment) | few-shot transfer learning scheme | A_egrmax1.0073 | 5 | 2mo ago | |
| Lotka-Volterra model Time [80, 100] | Squared Error (α)2.215 | 3 | 1mo ago | ||
| Lotka-Volterra model Time [60, 80] | RAA-PINNs | Squared Error (α)1.823 | 3 | 1mo ago | |
| Lotka-Volterra model Time [40, 60] | RAA-PINNs | Squared Error (α)1.488 | 3 | 1mo ago | |
| Lotka-Volterra model Time [20, 40] | Squared Error of α1.042 | 3 | 1mo ago | ||
| Lotka-Volterra model Time [0, 20] | Squared Error (α)4.885 | 3 | 1mo ago | ||
| Synchronous Buck Converter Simulation 1.0 (test) | L Value (μH)117.1 | 2 | 1mo ago |
