Symbolic Discovery on ODEBench 1.0
6.6ComplexityPySR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PySRDiscovery Strategy=Passive Symbolic Discovery2026.06 | 6.6 | 18.1 | |
| SINDyDiscovery Strategy=Passive Symbolic Discovery2026.06 | 11.7 | 18.5 | |
| APPS-ODEDiscovery Strategy=Active Symbolic Discovery2026.06 | 13.4 | 2.6 | |
| OperonDiscovery Strategy=Passive Symbolic Discovery2026.06 | 14 | 2.4 | |
| ODEFormerDiscovery Strategy=Passive Symbolic Discovery2026.06 | 15.9 | 16.5 | |
| LLM-ACESDiscovery Strategy=Active Symbolic Discovery, LLM Backbone=GPT2026.06 | 17.1 | 46.2 | |
| LLM-ACESDiscovery Strategy=Active Symbolic Discovery, LLM Backbone=Qwen2026.06 | 18.2 | 45.6 | |
| Bayesian Optimization (BO)Discovery Strategy=Active Symbolic Discovery2026.06 | 22.6 | 41.2 | |
| LLM-ODEDiscovery Strategy=LLM-guided Symbolic Discovery2026.06 | 25.2 | 5.9 | |
| Query-by-Committee (QBC)Discovery Strategy=Active Symbolic Discovery2026.06 | 33.7 | 15.6 | |
| LLM-onlyDiscovery Strategy=LLM-guided Symbolic Discovery2026.06 | 38.9 | 0 | |
| E2EDiscovery Strategy=Passive Symbolic Discovery2026.06 | 52.6 | 0 |