Bioreactor Target Variable Forecasting on 38-run Bioreactor dataset Day 3 forecast
0.228Ammonia NMAEMP-JIT-FT GB-Latent ODE (1)
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| MP-JIT-FT GB-Latent ODE (1)Mode=Multi-Path Just-In-Time Fine-Tuning, Backbone=Gated Bottleneck Latent ODE2026.06 | 0.228 | 0.508 | 0.413 | 0.39 | 0.327 | 0.4 | 0.414 | 0.533 | 0.291 | 3.22 | |
| MP-JIT-FT GB-Latent ODE + Controlled VariableReference=(1), Additional_Feature=Controlled Variable2026.06 | 0.272 | 0.6 | 0.48 | 0.445 | 0.292 | 0.469 | 0.582 | 0.498 | 0.337 | 4.22 | |
| MP-JIT-FT Latent ODEMode=Multi-Path Just-In-Time Fine-Tuning, Backbone=Latent ODE2026.06 | 0.273 | 0.623 | 0.325 | 0.406 | 0.439 | 0.371 | 0.548 | 0.517 | 0.436 | 4.56 | |
| Global Latent ODE2026.06 | 0.3 | 0.585 | 0.448 | 0.321 | 0.408 | 0.399 | 0.633 | 0.443 | 0.468 | 4.44 | |
| MP-JIT-FT GB-Latent ODE + RamanReference=(1), Additional_Feature=Raman2026.06 | 0.312 | 0.294 | 0.214 | 0.145 | 0.38 | 0.252 | 0.355 | 0.306 | 0.322 | 1.78 | |
| MP-JIT-FT GB-Latent ODE + Controlled Variable + RamanReference=(1), Additional_Feature=Controlled Variable + Raman2026.06 | 0.318 | 0.437 | 0.274 | 0.153 | 0.43 | 0.32 | 0.598 | 0.466 | 0.367 | 3.56 | |
| CART2026.06 | 0.835 | 3.584 | 0.523 | 0.276 | 1.91 | 1.208 | 3.42 | 1.947 | 1.041 | 7.22 | |
| LKF2026.06 | 1.506 | 3.347 | 1.71 | 1.805 | 1.618 | 0.658 | 1.208 | 1.089 | 0.354 | 7 |