Symbolic Discovery on ODEBase
0Reconstruction NMSELLM-ACES
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LLM-ACESDiscovery Strategy=Active Symbolic Discovery, Backbone LLM=Qwen2026.06 | 0 | 0 | 0 | 31.2 | 52.4 | |
| LLM-ACESDiscovery Strategy=Active Symbolic Discovery, Backbone LLM=GPT2026.06 | 0 | 0 | 0 | 33.1 | 50 | |
| Bayesian Optimization (BO)Discovery Strategy=Active Symbolic Discovery, Acquisition Method=Bayesian Optimization2026.06 | 0 | 0 | 0 | 31.3 | 49.3 | |
| Query-by-Committee (QBC)Discovery Strategy=Active Symbolic Discovery, Acquisition Method=Query-by-Committee2026.06 | 0 | 0 | 0 | 45.2 | 14.1 | |
| LLM-onlyDiscovery Strategy=LLM-guided Symbolic Discovery2026.06 | 0 | 10.6 | 1.11 | 54.9 | 0 | |
| OperonDiscovery Strategy=Passive Symbolic Discovery2026.06 | 0 | 1.46 | 1.41 | 19 | 5.4 | |
| LLM-ODEDiscovery Strategy=LLM-guided Symbolic Discovery2026.06 | 0.0001 | 0.851 | 0.0007 | 32.1 | 0.1 | |
| SINDyDiscovery Strategy=Passive Symbolic Discovery2026.06 | 0.0011 | 1.12 | 0.347 | 12.5 | 5.9 | |
| PySRDiscovery Strategy=Passive Symbolic Discovery2026.06 | 0.0014 | 1.08 | 1.35 | 8.8 | 5.9 | |
| ODEFormerDiscovery Strategy=Passive Symbolic Discovery2026.06 | 0.0164 | 11.5 | 4.09 | 18.5 | 4.8 | |
| APPS-ODEDiscovery Strategy=Active Symbolic Discovery2026.06 | 0.556 | 0.912 | 1.01 | 10.9 | 15.2 | |
| E2EDiscovery Strategy=Passive Symbolic Discovery2026.06 | 1.04 | 11.9 | 19.8 | 83.6 | 0 |